{
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  "metadata": {
    "colab": {
      "name": "vehicle_routing_problem.ipynb",
      "provenance": [],
      "collapsed_sections": [],
      "toc_visible": true,
      "authorship_tag": "ABX9TyN/8eqNRN6076iupO32aCzW",
      "include_colab_link": true
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/yskmt2018/quantum/blob/master/vehicle_routing_problem.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "e6zenMn9mF1J",
        "colab_type": "text"
      },
      "source": [
        "# Vehicle Routing Problem with Quantum Annealing\n",
        "\n",
        "* This notebook was created and tested on Google Colaboratory. (2020/09)\n",
        "\n",
        "## Reference\n",
        "\n",
        "> 齋藤和広, 大山重樹, 梅木智光, 黒川茂莉, 小野智弘, \"配送計画問題への量子アニーリング適用に関する初期評価\"\n",
        ">\n",
        "> DEIM2020 D2-4(day1 p25) https://proceedings-of-deim.github.io/DEIM2020/papers/D2-4.pdf"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "fmcSpPd6mDDy",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        },
        "outputId": "d8a1395f-299f-4c0d-b1a9-ea248f81a944"
      },
      "source": [
        "!python -V\n",
        "!pip install --quiet pyqubo openjij dwave-ocean-sdk"
      ],
      "execution_count": 1,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Python 3.6.9\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "HjFx_C_6voM9",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "import math\n",
        "import pyqubo\n",
        "import numpy as np\n",
        "import pandas as pd\n",
        "from google import colab\n",
        "from configparser import ConfigParser\n",
        "from openjij import SQASampler\n",
        "from dwave.system import LeapHybridSampler\n",
        "from IPython.display import display_html"
      ],
      "execution_count": 2,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "8kzEVWz1hJmx",
        "colab_type": "text"
      },
      "source": [
        "## Introduction\n",
        "\n",
        "* 配送計画問題（VRP: Vehicle Routing Problem）は、複数配送車の配送順序を最適化する組合せ最適化問題であり、巡回セールスマン問題（TSP: Traveling Salesman Problem）を一般化した問題である。\n",
        "\n",
        "* 物流における物品配送や工場内の部品移動、デマンド交通サービスにおける配車計画など、様々な現実問題に応用可能な問題である。\n",
        "\n",
        "* VRP は代表的な組合せ最適化問題の一つとして NP-Hard（NP困難）と呼ばれる問題であり、従来のコンピュータでは多項式時間で厳密解を求めることが困難であることが知られている。\n",
        "\n",
        "* 量子アニーリングは、量子効果を利用して NP-Hard な組合せ最適化問題を現実時間で解くことが期待されている。"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "O2iNbaT68AR7",
        "colab_type": "text"
      },
      "source": [
        "### Problem Settings\n",
        "\n",
        "* 基礎的な VRP として、複数の配送車で対象となる全ての拠点を巡回する場合に、総移動コストが最小となる巡回ルートを探索する組合せ最適化問題を考える。\n",
        "\n",
        "* 全ての配送車は Depot と呼ばれる拠点を出発点とし、必ず最後に Depot に帰還する問題を想定する。移動コストは拠点間の距離を利用する。"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "glYF4U87lWQk",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "# Cost Matrix (Distance between locations)\n",
        "distance = np.array([\n",
        "  [0, 548, 776, 696, 582, 274, 502, 194, 308, 194, 536, 502, 452, 1020, 393, 208, 1196, 983, 427, 482, 479, 517],\n",
        "  [548, 0, 684, 308, 194, 502, 730, 354, 696, 742, 1084, 594, 1102, 298, 741, 582, 712, 1085, 1024, 202, 220, 1050],\n",
        "  [776, 684, 0, 992, 878, 502, 274, 810, 468, 742, 400, 1278, 1152, 819, 510, 514, 399, 537, 579, 509, 285, 555],\n",
        "  [696, 308, 992, 0, 114, 650, 878, 502, 844, 890, 1232, 514, 300, 263, 593, 153, 801, 1128, 729, 1230, 317, 946],\n",
        "  [582, 194, 878, 114, 0, 536, 764, 388, 730, 776, 1118, 400, 511, 886, 168, 514, 396, 594, 886, 190, 729, 1042],\n",
        "  [274, 502, 502, 650, 536, 0, 228, 308, 194, 240, 582, 776, 270, 343, 716, 535, 1269, 410, 1177, 494, 1133, 651],\n",
        "  [502, 730, 274, 878, 764, 228, 0, 536, 194, 468, 354, 1004, 144, 353, 408, 220, 636, 514, 1180, 1146, 130, 648],\n",
        "  [194, 354, 810, 502, 388, 308, 536, 0, 342, 388, 730, 468, 476, 1296, 338, 1100, 1125, 986, 710, 320, 279, 460],\n",
        "  [308, 696, 468, 844, 730, 194, 194, 342, 0, 274, 388, 810, 263, 138, 145, 740, 1251, 1262, 402, 569, 189, 877],\n",
        "  [194, 742, 742, 890, 776, 240, 468, 388, 274, 0, 342, 536, 1190, 757, 293, 580, 1195, 124, 268, 505, 309, 602],\n",
        "  [536, 1084, 400, 1232, 1118, 582, 354, 730, 388, 342, 0, 878, 369, 161, 306, 1074, 1110, 1130, 347, 163, 817, 637],\n",
        "  [502, 594, 1278, 514, 400, 776, 1004, 468, 810, 536, 878, 0, 381, 1041, 1004, 1251, 406, 578, 1231, 584, 727, 902],\n",
        "  [452, 1102, 1152, 300, 511, 270, 144, 476, 263, 1190, 369, 381, 0, 720, 1011, 991, 957, 233, 758, 934, 1054, 154],\n",
        "  [1020, 298, 819, 263, 886, 343, 353, 1296, 138, 757, 161, 1041, 720, 0, 156, 958, 1202, 919, 401, 685, 716, 994],\n",
        "  [393, 741, 510, 593, 168, 716, 408, 338, 145, 293, 306, 1004, 1011, 156, 0, 798, 270, 298, 618, 246, 766, 957],\n",
        "  [208, 582, 514, 153, 514, 535, 220, 1100, 740, 580, 1074, 1251, 991, 958, 798, 0, 1244, 516, 710, 1086, 946, 1098],\n",
        "  [1196, 712, 399, 801, 396, 1269, 636, 1125, 1251, 1195, 1110, 406, 957, 1202, 270, 1244, 0, 1112, 1031, 1106, 785, 913],\n",
        "  [983, 1085, 537, 1128, 594, 410, 514, 986, 1262, 124, 1130, 578, 233, 919, 298, 516, 1112, 0, 593, 109, 649, 1150],\n",
        "  [427, 1024, 579, 729, 886, 1177, 1180, 710, 402, 268, 347, 1231, 758, 401, 618, 710, 1031, 593, 0, 676, 785, 602],\n",
        "  [482, 202, 509, 1230, 190, 494, 1146, 320, 569, 505, 163, 584, 934, 685, 246, 1086, 1106, 109, 676, 0, 394, 263],\n",
        "  [479, 220, 285, 317, 729, 1133, 130, 279, 189, 309, 817, 727, 1054, 716, 766, 946, 785, 649, 785, 394, 0, 826],\n",
        "  [517, 1050, 555, 946, 1042, 651, 648, 460, 877, 602, 637, 902, 154, 994, 957, 1098, 913, 1150, 602, 263, 826, 0],\n",
        "])"
      ],
      "execution_count": 3,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Gvjbm7jZlw5f",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        },
        "outputId": "7c94862c-c245-4c29-8057-064fe6e855a8"
      },
      "source": [
        "def is_symmetric(a: np.ndarray) -> bool:\n",
        "  return np.array_equal(a, a.T)\n",
        "\n",
        "is_symmetric(distance)"
      ],
      "execution_count": 4,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "True"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 4
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "PhLiIn3Yv7M1",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 70
        },
        "outputId": "aede4162-a515-481d-d755-00dc4f8aa1d2"
      },
      "source": [
        "# Vehicle Number\n",
        "V = 3\n",
        "# Location Number\n",
        "L = len(distance[0])\n",
        "# Sequence Number\n",
        "S = 10\n",
        "\n",
        "print('V:{}, L:{}, S:{}'.format(V, L, S))\n",
        "print('Variable Number(Use Qubit):{}'.format(V*L*S))\n",
        "print('All Patterns: {:.0f} Digits'.format(math.log10(2**(V*L*S))))"
      ],
      "execution_count": 5,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "V:3, L:22, S:10\n",
            "Variable Number(Use Qubit):660\n",
            "All Patterns: 199 Digits\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "3Z__iCxX71Kd",
        "colab_type": "text"
      },
      "source": [
        "* TIPS：観測可能宇宙内の原子数は約10^80"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "GhwdzAA_6a6i",
        "colab_type": "text"
      },
      "source": [
        "## Formulation\n",
        "\n",
        "* VRP の目的関数及び制約条件を定式化し、QUBO（Quadratic Unconstrained Binary Optimization）式を構築する。\n",
        "\n",
        "* QUBO 式の構築には、OSS ライブラリ PyQUBO（[GitHub](https://github.com/recruit-communications/pyqubo), [Documentation](https://pyqubo.readthedocs.io/en/latest/)）を用いる。"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "vNoDt94EYFzj",
        "colab_type": "text"
      },
      "source": [
        "### QUBO1: Objective Function\n",
        "\n",
        "* 目的関数：総移動コスト\n",
        "\n",
        "$$\n",
        "\\sum_{v \\in V, s \\in S, (i,j) \\in L} d_{ij} * x_{vsi} * x_{v(s+1)j}\n",
        "$$"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "is6DmkgozFEY",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "def build_objective(x: pyqubo.array.Array) -> pyqubo.core.express.AddList:\n",
        "  H = sum(distance[l_from][l_to] * x[v][s][l_from] * x[v][s+1][l_to]\n",
        "          for v in range(V)\n",
        "          for s in range(S-1)\n",
        "          for l_from in range(L)\n",
        "          for l_to in range(L)\n",
        "          )\n",
        "  return H"
      ],
      "execution_count": 6,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "3wzc4jBKZLMF",
        "colab_type": "text"
      },
      "source": [
        "### QUBO2: Depot start rule\n",
        "\n",
        "* 制約条件：最初の訪問では必ず Depot に滞在する。\n",
        "\n",
        "$$\n",
        "w_0\\sum_{v \\in V} (x_{v00} - 1)^2\n",
        "$$"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "PKhg102LzFHS",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "def build_depot_start_rule(x: pyqubo.array.Array) -> pyqubo.core.express.Constraint:\n",
        "  H = pyqubo.Constraint(\n",
        "      sum((x[v][0][0] - 1)**2 for v in range(V)),\n",
        "      'w_0')\n",
        "  return H"
      ],
      "execution_count": 7,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "xOPkijc3Z1_M",
        "colab_type": "text"
      },
      "source": [
        "### QUBO3: Depot end rule\n",
        "\n",
        "* 制約条件：最後の訪問では必ず Depot に滞在する。\n",
        "\n",
        "$$\n",
        "w_1\\sum_{v \\in V} (x_{v(S-1)0} - 1)^2\n",
        "$$"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "iehz4dt81tEm",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "def build_depot_end_rule(x: pyqubo.array.Array) -> pyqubo.core.express.Constraint:\n",
        "  H = pyqubo.Constraint(\n",
        "      sum((x[v][S-1][0] - 1)**2 for v in range(V)),\n",
        "      'w_1')\n",
        "  return H"
      ],
      "execution_count": 8,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "qbvxrfhDaUKa",
        "colab_type": "text"
      },
      "source": [
        "### QUBO4: Vehicle stay rule\n",
        "\n",
        "* 制約条件：全ての配送車及び全ての訪問順番で、必ず一つの拠点に訪問する。\n",
        "\n",
        "$$\n",
        "w_2\\sum_{v \\in V, s \\in S}\\left(\\sum_{l \\in L} x_{vsl} - 1\\right)^2\n",
        "$$"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "WyxqzAmh2CKW",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "def build_vehicle_stay_rule(x: pyqubo.array.Array) -> pyqubo.core.express.Constraint:\n",
        "  H = pyqubo.Constraint(\n",
        "      sum(\n",
        "          (sum(x[v][s][l] for l in range(L)) - 1)**2\n",
        "          for v in range(V)\n",
        "          for s in range(S)),\n",
        "          'w_2')\n",
        "  return H"
      ],
      "execution_count": 9,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "MFk-fwENa7qo",
        "colab_type": "text"
      },
      "source": [
        "### QUBO5: Location visit rule\n",
        "\n",
        "* 制約条件：いずれかの配送車及びいずれかの訪問順番で、Depot 以外の全ての拠点が必ず一回ずつ訪問される。\n",
        "\n",
        "$$\n",
        "w_3\\sum_{l \\in L, l!=0}\\left(\\sum_{v \\in V, s \\in S} x_{vsl} - 1\\right)^2\n",
        "$$"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "s06kZr2y30GV",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "def build_location_visit_rule(x: pyqubo.array.Array) -> pyqubo.core.express.Constraint:\n",
        "  H = pyqubo.Constraint(\n",
        "      sum(\n",
        "          (sum(x[v][s][l] for v in range(V) for s in range(S)) - 1)**2\n",
        "          for l in range(1, L)),\n",
        "          'w_3')\n",
        "  return H"
      ],
      "execution_count": 10,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "00RzCrAmFRp7",
        "colab_type": "text"
      },
      "source": [
        "* 四つの制約条件を全て満たしたうえで、最小コストとなる各配送車の訪問ルートを算出する。"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "onwTpJhDbagJ",
        "colab_type": "text"
      },
      "source": [
        "### Hamiltonian\n",
        "\n",
        "* 目的関数及び制約条件からハミルトニアン H を以下のように定義する。\n",
        "\n",
        "$$\n",
        "H = \\sum_{v \\in V, s \\in S, (i,j) \\in L} d_{ij} * x_{vsi} * x_{v(s+1)j}\n",
        "+w_0\\sum_{v \\in V} (x_{v00} - 1)^2\n",
        "+w_1\\sum_{v \\in V} (x_{v(S-1)0} - 1)^2\n",
        "+w_2\\sum_{v \\in V, s \\in S}\\left(\\sum_{l \\in L} x_{vsl} - 1\\right)^2\n",
        "+w_3\\sum_{l \\in L, l!=0}\\left(\\sum_{v \\in V, s \\in S} x_{vsl} - 1\\right)^2\n",
        "$$"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "3TI2Y8Me36l2",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "# Vehicle Routing\n",
        "x = pyqubo.Array.create('x', shape=(V,S,L), vartype='BINARY')"
      ],
      "execution_count": 11,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "1nPnwhZK4Iur",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 52
        },
        "outputId": "07737259-78fe-47b9-e58b-2d4de0964315"
      },
      "source": [
        "%%time\n",
        "H = build_objective(x) + \\\n",
        "  pyqubo.Placeholder('w_0') * build_depot_start_rule(x) + \\\n",
        "  pyqubo.Placeholder('w_1') * build_depot_end_rule(x) + \\\n",
        "  pyqubo.Placeholder('w_2') * build_vehicle_stay_rule(x) + \\\n",
        "  pyqubo.Placeholder('w_3') * build_location_visit_rule(x)"
      ],
      "execution_count": 12,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "CPU times: user 1min 2s, sys: 32.3 ms, total: 1min 2s\n",
            "Wall time: 1min 2s\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "s9ei8zw3fQsq",
        "colab_type": "text"
      },
      "source": [
        "### Hamiltonian Penalty Factor\n",
        "\n",
        "* ハミルトニアンにおけるペナルティ係数 w0, w1, w2, w3 の値を大きくすることで、制約違反の発生確率を下げることができる。\n",
        "\n",
        "* 一方、ペナルティ係数が極端に大きいことで、ハミルトニアンの収束が不安定となり、総移動コストが低い解を得るまでに時間を要する。\n",
        "\n",
        "* そのため、ペナルティ係数は制約違反が起きない程度に小さくするチューニングが必要となる。"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "1J5qLE1--_WK",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "feed_dict = {'w_0': 1000,\n",
        "             'w_1': 1000,\n",
        "             'w_2': 1000,\n",
        "             'w_3': 1000}"
      ],
      "execution_count": 13,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "m8oE_hO8fp42",
        "colab_type": "text"
      },
      "source": [
        "### Create QUBO\n",
        "\n",
        "* 作成したハミルトニアンより、QUBO 式を構築する。"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "jDfm8SCU4mlY",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "model = H.compile()\n",
        "qubo, constant = model.to_qubo(feed_dict=feed_dict)"
      ],
      "execution_count": 14,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "2Lk5VvnRF80i",
        "colab_type": "text"
      },
      "source": [
        "## Execute Quantum Annealing\n",
        "\n",
        "* Sampler と呼ばれるモジュールを生成し、構築した QUBO 式を渡すことで、量子アニーリングを実行する。\n",
        "\n",
        "* 結果は、Response オブジェクトとして返却される。"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "ic9mjZa4gFxb",
        "colab_type": "text"
      },
      "source": [
        "### OpenJij\n",
        "\n",
        "* OpenJij（[GitHub](https://github.com/OpenJij/OpenJij), [Documentation](https://openjij.github.io/OpenJij_Documentation/build/html/), [Tutorial](https://openjij.github.io/OpenJijTutorial/build/html/ja/index.html)）\n",
        "\n",
        "* OSS として、量子アニーリングをシミュレートする SQA（Simulated Quantum Annealing）の Python 用 API を提供している。"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "jh6v_N3fKmFU",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "sampler = SQASampler(trotter=20, num_reads=10)"
      ],
      "execution_count": 15,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "APHX2645gL--",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 52
        },
        "outputId": "7731822c-cfa1-49ad-9604-e7cfdd26df56"
      },
      "source": [
        "%%time\n",
        "response = sampler.sample_qubo(qubo)"
      ],
      "execution_count": 16,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "CPU times: user 1min 7s, sys: 1.53 s, total: 1min 8s\n",
            "Wall time: 1min 6s\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "qayzqHoeJNtC",
        "colab_type": "text"
      },
      "source": [
        "### D-Wave\n",
        "\n",
        "* D-Wave Ocean SDK（[GitHub](https://github.com/dwavesystems/dwave-ocean-sdk), [Documentation](https://docs.ocean.dwavesys.com/en/latest/)）\n",
        "\n",
        "* Web API を介して、量子アニーリングマシンを利用する。Python 用 SDK が提供されている。\n",
        "\n",
        "* 利用にはアカウントが必要（無料利用枠あり）。発行される token と endpoint を指定する。\n",
        "\n",
        "* LeapHybridSampler は、QPU（Quantum Processing Unit）と CPU の両方を用いて量子アニーリングを行う。多くの変数（Qubit）を利用する、大規模な問題にも対応できるように設計されている。"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "KjERYicwoDiQ",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "# Upload the file with the token and endpoint\n",
        "confidential = colab.files.upload()"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "GxzQSjTHst8S",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "config = ConfigParser()\n",
        "config.read([fn for fn in confidential.keys()][0])"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "3LOTt8pYkV_H",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "sampler = LeapHybridSampler(token=config['API']['token'], endpoint=config['API']['endpoint'])"
      ],
      "execution_count": 19,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "SVR4TWiZ4mn8",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 52
        },
        "outputId": "fa91f72c-22ca-4794-a0b9-6b2178def2f7"
      },
      "source": [
        "%%time\n",
        "response = sampler.sample_qubo(qubo)"
      ],
      "execution_count": 20,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "CPU times: user 246 ms, sys: 23 ms, total: 269 ms\n",
            "Wall time: 3.13 s\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "pULSoUKHhq5D",
        "colab_type": "text"
      },
      "source": [
        "### Take Solutions\n",
        "\n",
        "* Response オブジェクトに格納されている量子アニーリングの結果（解）を取り出す。"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "5zvYQfbq4mq3",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "def extract_samples(response) -> (list, list):\n",
        "  solutions = []\n",
        "  energies = []\n",
        "  \n",
        "  for record in response.record:\n",
        "    sol, num_occ = record[0], record[2]\n",
        "    solution, broken, energy = model.decode_solution(dict(zip(response.variables, sol)), vartype='BINARY', feed_dict=feed_dict)\n",
        "    if len(broken) == 0:\n",
        "      solutions += [solution] * num_occ\n",
        "      energies += [energy] * num_occ\n",
        "  \n",
        "  return solutions, energies"
      ],
      "execution_count": 21,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "FdWzUd6CAtgP",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "solutions, energies = extract_samples(response)"
      ],
      "execution_count": 22,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "UqBlhSQGmHPS",
        "colab_type": "text"
      },
      "source": [
        "### Select Best Solution\n",
        "\n",
        "* 総移動コストが最小の解を選び、pandas の DataFrame に変換する。"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "7O8Rc8hxzXtq",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "def vehicle_movement(solution: list) -> list:\n",
        "  vehicles = []\n",
        "\n",
        "  for v in range(V):\n",
        "    solution_sorted = sorted(solution['x'][v].items(), key=lambda x:x[0])\n",
        "    s = [i[1] for i in solution_sorted]\n",
        "    df = pd.DataFrame(s).astype(int)\n",
        "    df.columns = [chr(l) for l in range(65, 65+L)]\n",
        "    vehicles.append(df)\n",
        "  \n",
        "  return vehicles"
      ],
      "execution_count": 23,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "ba8NR9PJcLjM",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "best_solution = solutions[energies.index(min(energies))]\n",
        "best_vehicles = vehicle_movement(best_solution)"
      ],
      "execution_count": 24,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "1Xqma-A6UtEe",
        "colab_type": "text"
      },
      "source": [
        "### Print Vehicle Routing\n",
        "\n",
        "* 各配送車が、各訪問順番において、どの地点に滞在するのかを表示する。\n",
        "\n",
        "* 先に設定した制約条件が満たされていることを確認してください。\n",
        "\n",
        "> 最初と最後の訪問では必ず Depot（A） に滞在する。\n",
        ">\n",
        "> 全ての配送車及び全ての訪問順番で、必ず一つの拠点に訪問する。\n",
        ">\n",
        "> いずれかの配送車及びいずれかの訪問順番で、Depot（A） 以外の全ての拠点が必ず一回ずつ訪問される。"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "4XI0qDh2n9ll",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 782
        },
        "outputId": "84b0b313-36f0-4db8-d228-ec1a5e4a15ca"
      },
      "source": [
        "def highlight_positive(val: int) -> str:\n",
        "  if val == 1:\n",
        "    return 'color: {}; font-weight: bold'.format('red')\n",
        "  else:\n",
        "    return 'color: {}'.format('gray')\n",
        "\n",
        "for v in range(V):\n",
        "  display_html('<b>vehicle-{}</b>'.format(v+1) + best_vehicles[v].style.applymap(highlight_positive)._repr_html_() + '<br>', raw=True)"
      ],
      "execution_count": 25,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/html": [
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              "            color:  gray;\n",
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              "            color:  gray;\n",
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              "            color:  gray;\n",
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              "            color:  gray;\n",
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              "            color:  gray;\n",
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              "            color:  gray;\n",
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              "            color:  gray;\n",
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              "            color:  gray;\n",
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              "            color:  red;\n",
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              "            color:  gray;\n",
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              "            color:  gray;\n",
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              "            color:  gray;\n",
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              "            color:  gray;\n",
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              "            color:  gray;\n",
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              "            color:  gray;\n",
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              "            color:  gray;\n",
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              "            color:  gray;\n",
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              "            color:  gray;\n",
              "        }    #T_a9a55c86_f9d8_11ea_88f3_0242ac1c0002row9_col14 {\n",
              "            color:  gray;\n",
              "        }    #T_a9a55c86_f9d8_11ea_88f3_0242ac1c0002row9_col15 {\n",
              "            color:  gray;\n",
              "        }    #T_a9a55c86_f9d8_11ea_88f3_0242ac1c0002row9_col16 {\n",
              "            color:  gray;\n",
              "        }    #T_a9a55c86_f9d8_11ea_88f3_0242ac1c0002row9_col17 {\n",
              "            color:  gray;\n",
              "        }    #T_a9a55c86_f9d8_11ea_88f3_0242ac1c0002row9_col18 {\n",
              "            color:  gray;\n",
              "        }    #T_a9a55c86_f9d8_11ea_88f3_0242ac1c0002row9_col19 {\n",
              "            color:  gray;\n",
              "        }    #T_a9a55c86_f9d8_11ea_88f3_0242ac1c0002row9_col20 {\n",
              "            color:  gray;\n",
              "        }    #T_a9a55c86_f9d8_11ea_88f3_0242ac1c0002row9_col21 {\n",
              "            color:  gray;\n",
              "        }</style><table id=\"T_a9a55c86_f9d8_11ea_88f3_0242ac1c0002\" ><thead>    <tr>        <th class=\"blank level0\" ></th>        <th class=\"col_heading level0 col0\" >A</th>        <th class=\"col_heading level0 col1\" >B</th>        <th class=\"col_heading level0 col2\" >C</th>        <th class=\"col_heading level0 col3\" >D</th>        <th class=\"col_heading level0 col4\" >E</th>        <th class=\"col_heading level0 col5\" >F</th>        <th class=\"col_heading level0 col6\" >G</th>        <th class=\"col_heading level0 col7\" >H</th>        <th class=\"col_heading level0 col8\" >I</th>        <th class=\"col_heading level0 col9\" >J</th>        <th class=\"col_heading level0 col10\" >K</th>        <th class=\"col_heading level0 col11\" >L</th>        <th class=\"col_heading level0 col12\" >M</th>        <th class=\"col_heading level0 col13\" >N</th>        <th class=\"col_heading level0 col14\" >O</th>        <th class=\"col_heading level0 col15\" >P</th>        <th class=\"col_heading level0 col16\" >Q</th>        <th class=\"col_heading level0 col17\" >R</th>        <th class=\"col_heading level0 col18\" >S</th>        <th class=\"col_heading level0 col19\" >T</th>        <th class=\"col_heading level0 col20\" >U</th>        <th class=\"col_heading level0 col21\" >V</th>    </tr></thead><tbody>\n",
              "                <tr>\n",
              "                        <th id=\"T_a9a55c86_f9d8_11ea_88f3_0242ac1c0002level0_row0\" class=\"row_heading level0 row0\" >0</th>\n",
              "                        <td id=\"T_a9a55c86_f9d8_11ea_88f3_0242ac1c0002row0_col0\" class=\"data row0 col0\" >1</td>\n",
              "                        <td id=\"T_a9a55c86_f9d8_11ea_88f3_0242ac1c0002row0_col1\" class=\"data row0 col1\" >0</td>\n",
              "                        <td id=\"T_a9a55c86_f9d8_11ea_88f3_0242ac1c0002row0_col2\" class=\"data row0 col2\" >0</td>\n",
              "                        <td id=\"T_a9a55c86_f9d8_11ea_88f3_0242ac1c0002row0_col3\" class=\"data row0 col3\" >0</td>\n",
              "                        <td id=\"T_a9a55c86_f9d8_11ea_88f3_0242ac1c0002row0_col4\" class=\"data row0 col4\" >0</td>\n",
              "                        <td id=\"T_a9a55c86_f9d8_11ea_88f3_0242ac1c0002row0_col5\" class=\"data row0 col5\" >0</td>\n",
              "                        <td id=\"T_a9a55c86_f9d8_11ea_88f3_0242ac1c0002row0_col6\" class=\"data row0 col6\" >0</td>\n",
              "                        <td id=\"T_a9a55c86_f9d8_11ea_88f3_0242ac1c0002row0_col7\" class=\"data row0 col7\" >0</td>\n",
              "                        <td id=\"T_a9a55c86_f9d8_11ea_88f3_0242ac1c0002row0_col8\" class=\"data row0 col8\" >0</td>\n",
              "                        <td id=\"T_a9a55c86_f9d8_11ea_88f3_0242ac1c0002row0_col9\" class=\"data row0 col9\" >0</td>\n",
              "                        <td id=\"T_a9a55c86_f9d8_11ea_88f3_0242ac1c0002row0_col10\" class=\"data row0 col10\" >0</td>\n",
              "                        <td id=\"T_a9a55c86_f9d8_11ea_88f3_0242ac1c0002row0_col11\" class=\"data row0 col11\" >0</td>\n",
              "                        <td id=\"T_a9a55c86_f9d8_11ea_88f3_0242ac1c0002row0_col12\" class=\"data row0 col12\" >0</td>\n",
              "                        <td id=\"T_a9a55c86_f9d8_11ea_88f3_0242ac1c0002row0_col13\" class=\"data row0 col13\" >0</td>\n",
              "                        <td id=\"T_a9a55c86_f9d8_11ea_88f3_0242ac1c0002row0_col14\" class=\"data row0 col14\" >0</td>\n",
              "                        <td id=\"T_a9a55c86_f9d8_11ea_88f3_0242ac1c0002row0_col15\" class=\"data row0 col15\" >0</td>\n",
              "                        <td id=\"T_a9a55c86_f9d8_11ea_88f3_0242ac1c0002row0_col16\" class=\"data row0 col16\" >0</td>\n",
              "                        <td id=\"T_a9a55c86_f9d8_11ea_88f3_0242ac1c0002row0_col17\" class=\"data row0 col17\" >0</td>\n",
              "                        <td id=\"T_a9a55c86_f9d8_11ea_88f3_0242ac1c0002row0_col18\" class=\"data row0 col18\" >0</td>\n",
              "                        <td id=\"T_a9a55c86_f9d8_11ea_88f3_0242ac1c0002row0_col19\" class=\"data row0 col19\" >0</td>\n",
              "                        <td id=\"T_a9a55c86_f9d8_11ea_88f3_0242ac1c0002row0_col20\" class=\"data row0 col20\" >0</td>\n",
              "                        <td id=\"T_a9a55c86_f9d8_11ea_88f3_0242ac1c0002row0_col21\" class=\"data row0 col21\" >0</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_a9a55c86_f9d8_11ea_88f3_0242ac1c0002level0_row1\" class=\"row_heading level0 row1\" >1</th>\n",
              "                        <td id=\"T_a9a55c86_f9d8_11ea_88f3_0242ac1c0002row1_col0\" class=\"data row1 col0\" >0</td>\n",
              "                        <td id=\"T_a9a55c86_f9d8_11ea_88f3_0242ac1c0002row1_col1\" class=\"data row1 col1\" >0</td>\n",
              "                        <td id=\"T_a9a55c86_f9d8_11ea_88f3_0242ac1c0002row1_col2\" class=\"data row1 col2\" >0</td>\n",
              "                        <td id=\"T_a9a55c86_f9d8_11ea_88f3_0242ac1c0002row1_col3\" class=\"data row1 col3\" >0</td>\n",
              "                        <td id=\"T_a9a55c86_f9d8_11ea_88f3_0242ac1c0002row1_col4\" class=\"data row1 col4\" >0</td>\n",
              "                        <td id=\"T_a9a55c86_f9d8_11ea_88f3_0242ac1c0002row1_col5\" class=\"data row1 col5\" >0</td>\n",
              "                        <td id=\"T_a9a55c86_f9d8_11ea_88f3_0242ac1c0002row1_col6\" class=\"data row1 col6\" >0</td>\n",
              "                        <td id=\"T_a9a55c86_f9d8_11ea_88f3_0242ac1c0002row1_col7\" class=\"data row1 col7\" >0</td>\n",
              "                        <td id=\"T_a9a55c86_f9d8_11ea_88f3_0242ac1c0002row1_col8\" class=\"data row1 col8\" >0</td>\n",
              "                        <td id=\"T_a9a55c86_f9d8_11ea_88f3_0242ac1c0002row1_col9\" class=\"data row1 col9\" >1</td>\n",
              "                        <td id=\"T_a9a55c86_f9d8_11ea_88f3_0242ac1c0002row1_col10\" class=\"data row1 col10\" >0</td>\n",
              "                        <td id=\"T_a9a55c86_f9d8_11ea_88f3_0242ac1c0002row1_col11\" class=\"data row1 col11\" >0</td>\n",
              "                        <td id=\"T_a9a55c86_f9d8_11ea_88f3_0242ac1c0002row1_col12\" class=\"data row1 col12\" >0</td>\n",
              "                        <td id=\"T_a9a55c86_f9d8_11ea_88f3_0242ac1c0002row1_col13\" class=\"data row1 col13\" >0</td>\n",
              "                        <td id=\"T_a9a55c86_f9d8_11ea_88f3_0242ac1c0002row1_col14\" class=\"data row1 col14\" >0</td>\n",
              "                        <td id=\"T_a9a55c86_f9d8_11ea_88f3_0242ac1c0002row1_col15\" class=\"data row1 col15\" >0</td>\n",
              "                        <td id=\"T_a9a55c86_f9d8_11ea_88f3_0242ac1c0002row1_col16\" class=\"data row1 col16\" >0</td>\n",
              "                        <td id=\"T_a9a55c86_f9d8_11ea_88f3_0242ac1c0002row1_col17\" class=\"data row1 col17\" >0</td>\n",
              "                        <td id=\"T_a9a55c86_f9d8_11ea_88f3_0242ac1c0002row1_col18\" class=\"data row1 col18\" >0</td>\n",
              "                        <td id=\"T_a9a55c86_f9d8_11ea_88f3_0242ac1c0002row1_col19\" class=\"data row1 col19\" >0</td>\n",
              "                        <td id=\"T_a9a55c86_f9d8_11ea_88f3_0242ac1c0002row1_col20\" class=\"data row1 col20\" >0</td>\n",
              "                        <td id=\"T_a9a55c86_f9d8_11ea_88f3_0242ac1c0002row1_col21\" class=\"data row1 col21\" >0</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_a9a55c86_f9d8_11ea_88f3_0242ac1c0002level0_row2\" class=\"row_heading level0 row2\" >2</th>\n",
              "                        <td id=\"T_a9a55c86_f9d8_11ea_88f3_0242ac1c0002row2_col0\" class=\"data row2 col0\" >0</td>\n",
              "                        <td id=\"T_a9a55c86_f9d8_11ea_88f3_0242ac1c0002row2_col1\" class=\"data row2 col1\" >1</td>\n",
              "                        <td id=\"T_a9a55c86_f9d8_11ea_88f3_0242ac1c0002row2_col2\" class=\"data row2 col2\" >0</td>\n",
              "                        <td id=\"T_a9a55c86_f9d8_11ea_88f3_0242ac1c0002row2_col3\" class=\"data row2 col3\" >0</td>\n",
              "                        <td id=\"T_a9a55c86_f9d8_11ea_88f3_0242ac1c0002row2_col4\" class=\"data row2 col4\" >0</td>\n",
              "                        <td id=\"T_a9a55c86_f9d8_11ea_88f3_0242ac1c0002row2_col5\" class=\"data row2 col5\" >0</td>\n",
              "                        <td id=\"T_a9a55c86_f9d8_11ea_88f3_0242ac1c0002row2_col6\" class=\"data row2 col6\" >0</td>\n",
              "                        <td id=\"T_a9a55c86_f9d8_11ea_88f3_0242ac1c0002row2_col7\" class=\"data row2 col7\" >0</td>\n",
              "                        <td id=\"T_a9a55c86_f9d8_11ea_88f3_0242ac1c0002row2_col8\" class=\"data row2 col8\" >0</td>\n",
              "                        <td id=\"T_a9a55c86_f9d8_11ea_88f3_0242ac1c0002row2_col9\" class=\"data row2 col9\" >0</td>\n",
              "                        <td id=\"T_a9a55c86_f9d8_11ea_88f3_0242ac1c0002row2_col10\" class=\"data row2 col10\" >0</td>\n",
              "                        <td id=\"T_a9a55c86_f9d8_11ea_88f3_0242ac1c0002row2_col11\" class=\"data row2 col11\" >0</td>\n",
              "                        <td id=\"T_a9a55c86_f9d8_11ea_88f3_0242ac1c0002row2_col12\" class=\"data row2 col12\" >0</td>\n",
              "                        <td id=\"T_a9a55c86_f9d8_11ea_88f3_0242ac1c0002row2_col13\" class=\"data row2 col13\" >0</td>\n",
              "                        <td id=\"T_a9a55c86_f9d8_11ea_88f3_0242ac1c0002row2_col14\" class=\"data row2 col14\" >0</td>\n",
              "                        <td id=\"T_a9a55c86_f9d8_11ea_88f3_0242ac1c0002row2_col15\" class=\"data row2 col15\" >0</td>\n",
              "                        <td id=\"T_a9a55c86_f9d8_11ea_88f3_0242ac1c0002row2_col16\" class=\"data row2 col16\" >0</td>\n",
              "                        <td id=\"T_a9a55c86_f9d8_11ea_88f3_0242ac1c0002row2_col17\" class=\"data row2 col17\" >0</td>\n",
              "                        <td id=\"T_a9a55c86_f9d8_11ea_88f3_0242ac1c0002row2_col18\" class=\"data row2 col18\" >0</td>\n",
              "                        <td id=\"T_a9a55c86_f9d8_11ea_88f3_0242ac1c0002row2_col19\" class=\"data row2 col19\" >0</td>\n",
              "                        <td id=\"T_a9a55c86_f9d8_11ea_88f3_0242ac1c0002row2_col20\" class=\"data row2 col20\" >0</td>\n",
              "                        <td id=\"T_a9a55c86_f9d8_11ea_88f3_0242ac1c0002row2_col21\" class=\"data row2 col21\" >0</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_a9a55c86_f9d8_11ea_88f3_0242ac1c0002level0_row3\" class=\"row_heading level0 row3\" >3</th>\n",
              "                        <td id=\"T_a9a55c86_f9d8_11ea_88f3_0242ac1c0002row3_col0\" class=\"data row3 col0\" >0</td>\n",
              "                        <td id=\"T_a9a55c86_f9d8_11ea_88f3_0242ac1c0002row3_col1\" class=\"data row3 col1\" >0</td>\n",
              "                        <td id=\"T_a9a55c86_f9d8_11ea_88f3_0242ac1c0002row3_col2\" class=\"data row3 col2\" >0</td>\n",
              "                        <td id=\"T_a9a55c86_f9d8_11ea_88f3_0242ac1c0002row3_col3\" class=\"data row3 col3\" >0</td>\n",
              "                        <td id=\"T_a9a55c86_f9d8_11ea_88f3_0242ac1c0002row3_col4\" class=\"data row3 col4\" >1</td>\n",
              "                        <td id=\"T_a9a55c86_f9d8_11ea_88f3_0242ac1c0002row3_col5\" class=\"data row3 col5\" >0</td>\n",
              "                        <td id=\"T_a9a55c86_f9d8_11ea_88f3_0242ac1c0002row3_col6\" class=\"data row3 col6\" >0</td>\n",
              "                        <td id=\"T_a9a55c86_f9d8_11ea_88f3_0242ac1c0002row3_col7\" class=\"data row3 col7\" >0</td>\n",
              "                        <td id=\"T_a9a55c86_f9d8_11ea_88f3_0242ac1c0002row3_col8\" class=\"data row3 col8\" >0</td>\n",
              "                        <td id=\"T_a9a55c86_f9d8_11ea_88f3_0242ac1c0002row3_col9\" class=\"data row3 col9\" >0</td>\n",
              "                        <td id=\"T_a9a55c86_f9d8_11ea_88f3_0242ac1c0002row3_col10\" class=\"data row3 col10\" >0</td>\n",
              "                        <td id=\"T_a9a55c86_f9d8_11ea_88f3_0242ac1c0002row3_col11\" class=\"data row3 col11\" >0</td>\n",
              "                        <td id=\"T_a9a55c86_f9d8_11ea_88f3_0242ac1c0002row3_col12\" class=\"data row3 col12\" >0</td>\n",
              "                        <td id=\"T_a9a55c86_f9d8_11ea_88f3_0242ac1c0002row3_col13\" class=\"data row3 col13\" >0</td>\n",
              "                        <td id=\"T_a9a55c86_f9d8_11ea_88f3_0242ac1c0002row3_col14\" class=\"data row3 col14\" >0</td>\n",
              "                        <td id=\"T_a9a55c86_f9d8_11ea_88f3_0242ac1c0002row3_col15\" class=\"data row3 col15\" >0</td>\n",
              "                        <td id=\"T_a9a55c86_f9d8_11ea_88f3_0242ac1c0002row3_col16\" class=\"data row3 col16\" >0</td>\n",
              "                        <td id=\"T_a9a55c86_f9d8_11ea_88f3_0242ac1c0002row3_col17\" class=\"data row3 col17\" >0</td>\n",
              "                        <td id=\"T_a9a55c86_f9d8_11ea_88f3_0242ac1c0002row3_col18\" class=\"data row3 col18\" >0</td>\n",
              "                        <td id=\"T_a9a55c86_f9d8_11ea_88f3_0242ac1c0002row3_col19\" class=\"data row3 col19\" >0</td>\n",
              "                        <td id=\"T_a9a55c86_f9d8_11ea_88f3_0242ac1c0002row3_col20\" class=\"data row3 col20\" >0</td>\n",
              "                        <td id=\"T_a9a55c86_f9d8_11ea_88f3_0242ac1c0002row3_col21\" class=\"data row3 col21\" >0</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_a9a55c86_f9d8_11ea_88f3_0242ac1c0002level0_row4\" class=\"row_heading level0 row4\" >4</th>\n",
              "                        <td id=\"T_a9a55c86_f9d8_11ea_88f3_0242ac1c0002row4_col0\" class=\"data row4 col0\" >0</td>\n",
              "                        <td id=\"T_a9a55c86_f9d8_11ea_88f3_0242ac1c0002row4_col1\" class=\"data row4 col1\" >0</td>\n",
              "                        <td id=\"T_a9a55c86_f9d8_11ea_88f3_0242ac1c0002row4_col2\" class=\"data row4 col2\" >0</td>\n",
              "                        <td id=\"T_a9a55c86_f9d8_11ea_88f3_0242ac1c0002row4_col3\" class=\"data row4 col3\" >0</td>\n",
              "                        <td id=\"T_a9a55c86_f9d8_11ea_88f3_0242ac1c0002row4_col4\" class=\"data row4 col4\" >0</td>\n",
              "                        <td id=\"T_a9a55c86_f9d8_11ea_88f3_0242ac1c0002row4_col5\" class=\"data row4 col5\" >0</td>\n",
              "                        <td id=\"T_a9a55c86_f9d8_11ea_88f3_0242ac1c0002row4_col6\" class=\"data row4 col6\" >0</td>\n",
              "                        <td id=\"T_a9a55c86_f9d8_11ea_88f3_0242ac1c0002row4_col7\" class=\"data row4 col7\" >0</td>\n",
              "                        <td id=\"T_a9a55c86_f9d8_11ea_88f3_0242ac1c0002row4_col8\" class=\"data row4 col8\" >0</td>\n",
              "                        <td id=\"T_a9a55c86_f9d8_11ea_88f3_0242ac1c0002row4_col9\" class=\"data row4 col9\" >0</td>\n",
              "                        <td id=\"T_a9a55c86_f9d8_11ea_88f3_0242ac1c0002row4_col10\" class=\"data row4 col10\" >0</td>\n",
              "                        <td id=\"T_a9a55c86_f9d8_11ea_88f3_0242ac1c0002row4_col11\" class=\"data row4 col11\" >0</td>\n",
              "                        <td id=\"T_a9a55c86_f9d8_11ea_88f3_0242ac1c0002row4_col12\" class=\"data row4 col12\" >0</td>\n",
              "                        <td id=\"T_a9a55c86_f9d8_11ea_88f3_0242ac1c0002row4_col13\" class=\"data row4 col13\" >0</td>\n",
              "                        <td id=\"T_a9a55c86_f9d8_11ea_88f3_0242ac1c0002row4_col14\" class=\"data row4 col14\" >0</td>\n",
              "                        <td id=\"T_a9a55c86_f9d8_11ea_88f3_0242ac1c0002row4_col15\" class=\"data row4 col15\" >0</td>\n",
              "                        <td id=\"T_a9a55c86_f9d8_11ea_88f3_0242ac1c0002row4_col16\" class=\"data row4 col16\" >0</td>\n",
              "                        <td id=\"T_a9a55c86_f9d8_11ea_88f3_0242ac1c0002row4_col17\" class=\"data row4 col17\" >0</td>\n",
              "                        <td id=\"T_a9a55c86_f9d8_11ea_88f3_0242ac1c0002row4_col18\" class=\"data row4 col18\" >0</td>\n",
              "                        <td id=\"T_a9a55c86_f9d8_11ea_88f3_0242ac1c0002row4_col19\" class=\"data row4 col19\" >0</td>\n",
              "                        <td id=\"T_a9a55c86_f9d8_11ea_88f3_0242ac1c0002row4_col20\" class=\"data row4 col20\" >1</td>\n",
              "                        <td id=\"T_a9a55c86_f9d8_11ea_88f3_0242ac1c0002row4_col21\" class=\"data row4 col21\" >0</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_a9a55c86_f9d8_11ea_88f3_0242ac1c0002level0_row5\" class=\"row_heading level0 row5\" >5</th>\n",
              "                        <td id=\"T_a9a55c86_f9d8_11ea_88f3_0242ac1c0002row5_col0\" class=\"data row5 col0\" >0</td>\n",
              "                        <td id=\"T_a9a55c86_f9d8_11ea_88f3_0242ac1c0002row5_col1\" class=\"data row5 col1\" >0</td>\n",
              "                        <td id=\"T_a9a55c86_f9d8_11ea_88f3_0242ac1c0002row5_col2\" class=\"data row5 col2\" >0</td>\n",
              "                        <td id=\"T_a9a55c86_f9d8_11ea_88f3_0242ac1c0002row5_col3\" class=\"data row5 col3\" >0</td>\n",
              "                        <td id=\"T_a9a55c86_f9d8_11ea_88f3_0242ac1c0002row5_col4\" class=\"data row5 col4\" >0</td>\n",
              "                        <td id=\"T_a9a55c86_f9d8_11ea_88f3_0242ac1c0002row5_col5\" class=\"data row5 col5\" >0</td>\n",
              "                        <td id=\"T_a9a55c86_f9d8_11ea_88f3_0242ac1c0002row5_col6\" class=\"data row5 col6\" >0</td>\n",
              "                        <td id=\"T_a9a55c86_f9d8_11ea_88f3_0242ac1c0002row5_col7\" class=\"data row5 col7\" >0</td>\n",
              "                        <td id=\"T_a9a55c86_f9d8_11ea_88f3_0242ac1c0002row5_col8\" class=\"data row5 col8\" >0</td>\n",
              "                        <td id=\"T_a9a55c86_f9d8_11ea_88f3_0242ac1c0002row5_col9\" class=\"data row5 col9\" >0</td>\n",
              "                        <td id=\"T_a9a55c86_f9d8_11ea_88f3_0242ac1c0002row5_col10\" class=\"data row5 col10\" >0</td>\n",
              "                        <td id=\"T_a9a55c86_f9d8_11ea_88f3_0242ac1c0002row5_col11\" class=\"data row5 col11\" >0</td>\n",
              "                        <td id=\"T_a9a55c86_f9d8_11ea_88f3_0242ac1c0002row5_col12\" class=\"data row5 col12\" >0</td>\n",
              "                        <td id=\"T_a9a55c86_f9d8_11ea_88f3_0242ac1c0002row5_col13\" class=\"data row5 col13\" >0</td>\n",
              "                        <td id=\"T_a9a55c86_f9d8_11ea_88f3_0242ac1c0002row5_col14\" class=\"data row5 col14\" >0</td>\n",
              "                        <td id=\"T_a9a55c86_f9d8_11ea_88f3_0242ac1c0002row5_col15\" class=\"data row5 col15\" >0</td>\n",
              "                        <td id=\"T_a9a55c86_f9d8_11ea_88f3_0242ac1c0002row5_col16\" class=\"data row5 col16\" >0</td>\n",
              "                        <td id=\"T_a9a55c86_f9d8_11ea_88f3_0242ac1c0002row5_col17\" class=\"data row5 col17\" >1</td>\n",
              "                        <td id=\"T_a9a55c86_f9d8_11ea_88f3_0242ac1c0002row5_col18\" class=\"data row5 col18\" >0</td>\n",
              "                        <td id=\"T_a9a55c86_f9d8_11ea_88f3_0242ac1c0002row5_col19\" class=\"data row5 col19\" >0</td>\n",
              "                        <td id=\"T_a9a55c86_f9d8_11ea_88f3_0242ac1c0002row5_col20\" class=\"data row5 col20\" >0</td>\n",
              "                        <td id=\"T_a9a55c86_f9d8_11ea_88f3_0242ac1c0002row5_col21\" class=\"data row5 col21\" >0</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_a9a55c86_f9d8_11ea_88f3_0242ac1c0002level0_row6\" class=\"row_heading level0 row6\" >6</th>\n",
              "                        <td id=\"T_a9a55c86_f9d8_11ea_88f3_0242ac1c0002row6_col0\" class=\"data row6 col0\" >1</td>\n",
              "                        <td id=\"T_a9a55c86_f9d8_11ea_88f3_0242ac1c0002row6_col1\" class=\"data row6 col1\" >0</td>\n",
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              "                        <td id=\"T_a9a55c86_f9d8_11ea_88f3_0242ac1c0002row7_col2\" class=\"data row7 col2\" >0</td>\n",
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              "                        <td id=\"T_a9a55c86_f9d8_11ea_88f3_0242ac1c0002row7_col15\" class=\"data row7 col15\" >0</td>\n",
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              "                        <td id=\"T_a9a55c86_f9d8_11ea_88f3_0242ac1c0002row8_col14\" class=\"data row8 col14\" >0</td>\n",
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              "                        <td id=\"T_a9a55c86_f9d8_11ea_88f3_0242ac1c0002row9_col2\" class=\"data row9 col2\" >0</td>\n",
              "                        <td id=\"T_a9a55c86_f9d8_11ea_88f3_0242ac1c0002row9_col3\" class=\"data row9 col3\" >0</td>\n",
              "                        <td id=\"T_a9a55c86_f9d8_11ea_88f3_0242ac1c0002row9_col4\" class=\"data row9 col4\" >0</td>\n",
              "                        <td id=\"T_a9a55c86_f9d8_11ea_88f3_0242ac1c0002row9_col5\" class=\"data row9 col5\" >0</td>\n",
              "                        <td id=\"T_a9a55c86_f9d8_11ea_88f3_0242ac1c0002row9_col6\" class=\"data row9 col6\" >0</td>\n",
              "                        <td id=\"T_a9a55c86_f9d8_11ea_88f3_0242ac1c0002row9_col7\" class=\"data row9 col7\" >0</td>\n",
              "                        <td id=\"T_a9a55c86_f9d8_11ea_88f3_0242ac1c0002row9_col8\" class=\"data row9 col8\" >0</td>\n",
              "                        <td id=\"T_a9a55c86_f9d8_11ea_88f3_0242ac1c0002row9_col9\" class=\"data row9 col9\" >0</td>\n",
              "                        <td id=\"T_a9a55c86_f9d8_11ea_88f3_0242ac1c0002row9_col10\" class=\"data row9 col10\" >0</td>\n",
              "                        <td id=\"T_a9a55c86_f9d8_11ea_88f3_0242ac1c0002row9_col11\" class=\"data row9 col11\" >0</td>\n",
              "                        <td id=\"T_a9a55c86_f9d8_11ea_88f3_0242ac1c0002row9_col12\" class=\"data row9 col12\" >0</td>\n",
              "                        <td id=\"T_a9a55c86_f9d8_11ea_88f3_0242ac1c0002row9_col13\" class=\"data row9 col13\" >0</td>\n",
              "                        <td id=\"T_a9a55c86_f9d8_11ea_88f3_0242ac1c0002row9_col14\" class=\"data row9 col14\" >0</td>\n",
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              "                        <td id=\"T_a9a55c86_f9d8_11ea_88f3_0242ac1c0002row9_col17\" class=\"data row9 col17\" >0</td>\n",
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              "            color:  gray;\n",
              "        }    #T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002row2_col7 {\n",
              "            color:  gray;\n",
              "        }    #T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002row2_col8 {\n",
              "            color:  gray;\n",
              "        }    #T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002row2_col9 {\n",
              "            color:  gray;\n",
              "        }    #T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002row2_col10 {\n",
              "            color:  gray;\n",
              "        }    #T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002row2_col11 {\n",
              "            color:  gray;\n",
              "        }    #T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002row2_col12 {\n",
              "            color:  red;\n",
              "             font-weight:  bold;\n",
              "        }    #T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002row2_col13 {\n",
              "            color:  gray;\n",
              "        }    #T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002row2_col14 {\n",
              "            color:  gray;\n",
              "        }    #T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002row2_col15 {\n",
              "            color:  gray;\n",
              "        }    #T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002row2_col16 {\n",
              "            color:  gray;\n",
              "        }    #T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002row2_col17 {\n",
              "            color:  gray;\n",
              "        }    #T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002row2_col18 {\n",
              "            color:  gray;\n",
              "        }    #T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002row2_col19 {\n",
              "            color:  gray;\n",
              "        }    #T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002row2_col20 {\n",
              "            color:  gray;\n",
              "        }    #T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002row2_col21 {\n",
              "            color:  gray;\n",
              "        }    #T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002row3_col0 {\n",
              "            color:  gray;\n",
              "        }    #T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002row3_col1 {\n",
              "            color:  gray;\n",
              "        }    #T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002row3_col2 {\n",
              "            color:  gray;\n",
              "        }    #T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002row3_col3 {\n",
              "            color:  gray;\n",
              "        }    #T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002row3_col4 {\n",
              "            color:  gray;\n",
              "        }    #T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002row3_col5 {\n",
              "            color:  gray;\n",
              "        }    #T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002row3_col6 {\n",
              "            color:  gray;\n",
              "        }    #T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002row3_col7 {\n",
              "            color:  gray;\n",
              "        }    #T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002row3_col8 {\n",
              "            color:  gray;\n",
              "        }    #T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002row3_col9 {\n",
              "            color:  gray;\n",
              "        }    #T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002row3_col10 {\n",
              "            color:  gray;\n",
              "        }    #T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002row3_col11 {\n",
              "            color:  gray;\n",
              "        }    #T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002row3_col12 {\n",
              "            color:  gray;\n",
              "        }    #T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002row3_col13 {\n",
              "            color:  gray;\n",
              "        }    #T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002row3_col14 {\n",
              "            color:  gray;\n",
              "        }    #T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002row3_col15 {\n",
              "            color:  gray;\n",
              "        }    #T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002row3_col16 {\n",
              "            color:  gray;\n",
              "        }    #T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002row3_col17 {\n",
              "            color:  gray;\n",
              "        }    #T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002row3_col18 {\n",
              "            color:  red;\n",
              "             font-weight:  bold;\n",
              "        }    #T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002row3_col19 {\n",
              "            color:  gray;\n",
              "        }    #T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002row3_col20 {\n",
              "            color:  gray;\n",
              "        }    #T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002row3_col21 {\n",
              "            color:  gray;\n",
              "        }    #T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002row4_col0 {\n",
              "            color:  gray;\n",
              "        }    #T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002row4_col1 {\n",
              "            color:  gray;\n",
              "        }    #T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002row4_col2 {\n",
              "            color:  gray;\n",
              "        }    #T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002row4_col3 {\n",
              "            color:  gray;\n",
              "        }    #T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002row4_col4 {\n",
              "            color:  gray;\n",
              "        }    #T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002row4_col5 {\n",
              "            color:  gray;\n",
              "        }    #T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002row4_col6 {\n",
              "            color:  gray;\n",
              "        }    #T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002row4_col7 {\n",
              "            color:  gray;\n",
              "        }    #T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002row4_col8 {\n",
              "            color:  gray;\n",
              "        }    #T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002row4_col9 {\n",
              "            color:  gray;\n",
              "        }    #T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002row4_col10 {\n",
              "            color:  gray;\n",
              "        }    #T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002row4_col11 {\n",
              "            color:  gray;\n",
              "        }    #T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002row4_col12 {\n",
              "            color:  gray;\n",
              "        }    #T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002row4_col13 {\n",
              "            color:  gray;\n",
              "        }    #T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002row4_col14 {\n",
              "            color:  red;\n",
              "             font-weight:  bold;\n",
              "        }    #T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002row4_col15 {\n",
              "            color:  gray;\n",
              "        }    #T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002row4_col16 {\n",
              "            color:  gray;\n",
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              "            color:  gray;\n",
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              "            color:  gray;\n",
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              "            color:  gray;\n",
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              "            color:  gray;\n",
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              "            color:  gray;\n",
              "        }    #T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002row5_col0 {\n",
              "            color:  gray;\n",
              "        }    #T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002row5_col1 {\n",
              "            color:  gray;\n",
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              "            color:  gray;\n",
              "        }    #T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002row5_col3 {\n",
              "            color:  gray;\n",
              "        }    #T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002row5_col4 {\n",
              "            color:  gray;\n",
              "        }    #T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002row5_col5 {\n",
              "            color:  gray;\n",
              "        }    #T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002row5_col6 {\n",
              "            color:  gray;\n",
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              "            color:  red;\n",
              "             font-weight:  bold;\n",
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              "            color:  gray;\n",
              "        }    #T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002row5_col9 {\n",
              "            color:  gray;\n",
              "        }    #T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002row5_col10 {\n",
              "            color:  gray;\n",
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              "            color:  gray;\n",
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              "            color:  gray;\n",
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              "            color:  gray;\n",
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              "            color:  gray;\n",
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              "            color:  gray;\n",
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              "            color:  gray;\n",
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              "            color:  gray;\n",
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              "            color:  gray;\n",
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              "            color:  gray;\n",
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              "            color:  gray;\n",
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              "            color:  gray;\n",
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              "            color:  gray;\n",
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              "            color:  gray;\n",
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              "            color:  red;\n",
              "             font-weight:  bold;\n",
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              "            color:  gray;\n",
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              "            color:  gray;\n",
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              "            color:  gray;\n",
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              "            color:  gray;\n",
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              "            color:  gray;\n",
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              "            color:  gray;\n",
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              "            color:  gray;\n",
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              "            color:  gray;\n",
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              "            color:  gray;\n",
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              "            color:  gray;\n",
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              "            color:  gray;\n",
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              "            color:  gray;\n",
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              "            color:  gray;\n",
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              "            color:  gray;\n",
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              "            color:  gray;\n",
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              "            color:  gray;\n",
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              "            color:  gray;\n",
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              "            color:  gray;\n",
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              "            color:  gray;\n",
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              "            color:  gray;\n",
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              "            color:  gray;\n",
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              "            color:  gray;\n",
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              "            color:  gray;\n",
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              "            color:  gray;\n",
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              "            color:  gray;\n",
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              "            color:  gray;\n",
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              "            color:  gray;\n",
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              "            color:  gray;\n",
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              "            color:  gray;\n",
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              "            color:  gray;\n",
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              "            color:  gray;\n",
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              "            color:  gray;\n",
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              "            color:  gray;\n",
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              "            color:  gray;\n",
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              "            color:  red;\n",
              "             font-weight:  bold;\n",
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              "            color:  gray;\n",
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              "            color:  gray;\n",
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              "            color:  gray;\n",
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              "            color:  gray;\n",
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              "            color:  gray;\n",
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              "            color:  gray;\n",
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              "            color:  gray;\n",
              "        }    #T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002row8_col1 {\n",
              "            color:  gray;\n",
              "        }    #T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002row8_col2 {\n",
              "            color:  gray;\n",
              "        }    #T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002row8_col3 {\n",
              "            color:  gray;\n",
              "        }    #T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002row8_col4 {\n",
              "            color:  gray;\n",
              "        }    #T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002row8_col5 {\n",
              "            color:  gray;\n",
              "        }    #T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002row8_col6 {\n",
              "            color:  red;\n",
              "             font-weight:  bold;\n",
              "        }    #T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002row8_col7 {\n",
              "            color:  gray;\n",
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              "            color:  gray;\n",
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              "            color:  gray;\n",
              "        }    #T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002row8_col10 {\n",
              "            color:  gray;\n",
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              "            color:  gray;\n",
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              "            color:  gray;\n",
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              "            color:  gray;\n",
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              "            color:  gray;\n",
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              "            color:  gray;\n",
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              "            color:  gray;\n",
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              "            color:  gray;\n",
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              "            color:  gray;\n",
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              "            color:  gray;\n",
              "        }    #T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002row8_col20 {\n",
              "            color:  gray;\n",
              "        }    #T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002row8_col21 {\n",
              "            color:  gray;\n",
              "        }    #T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002row9_col0 {\n",
              "            color:  red;\n",
              "             font-weight:  bold;\n",
              "        }    #T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002row9_col1 {\n",
              "            color:  gray;\n",
              "        }    #T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002row9_col2 {\n",
              "            color:  gray;\n",
              "        }    #T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002row9_col3 {\n",
              "            color:  gray;\n",
              "        }    #T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002row9_col4 {\n",
              "            color:  gray;\n",
              "        }    #T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002row9_col5 {\n",
              "            color:  gray;\n",
              "        }    #T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002row9_col6 {\n",
              "            color:  gray;\n",
              "        }    #T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002row9_col7 {\n",
              "            color:  gray;\n",
              "        }    #T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002row9_col8 {\n",
              "            color:  gray;\n",
              "        }    #T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002row9_col9 {\n",
              "            color:  gray;\n",
              "        }    #T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002row9_col10 {\n",
              "            color:  gray;\n",
              "        }    #T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002row9_col11 {\n",
              "            color:  gray;\n",
              "        }    #T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002row9_col12 {\n",
              "            color:  gray;\n",
              "        }    #T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002row9_col13 {\n",
              "            color:  gray;\n",
              "        }    #T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002row9_col14 {\n",
              "            color:  gray;\n",
              "        }    #T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002row9_col15 {\n",
              "            color:  gray;\n",
              "        }    #T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002row9_col16 {\n",
              "            color:  gray;\n",
              "        }    #T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002row9_col17 {\n",
              "            color:  gray;\n",
              "        }    #T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002row9_col18 {\n",
              "            color:  gray;\n",
              "        }    #T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002row9_col19 {\n",
              "            color:  gray;\n",
              "        }    #T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002row9_col20 {\n",
              "            color:  gray;\n",
              "        }    #T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002row9_col21 {\n",
              "            color:  gray;\n",
              "        }</style><table id=\"T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002\" ><thead>    <tr>        <th class=\"blank level0\" ></th>        <th class=\"col_heading level0 col0\" >A</th>        <th class=\"col_heading level0 col1\" >B</th>        <th class=\"col_heading level0 col2\" >C</th>        <th class=\"col_heading level0 col3\" >D</th>        <th class=\"col_heading level0 col4\" >E</th>        <th class=\"col_heading level0 col5\" >F</th>        <th class=\"col_heading level0 col6\" >G</th>        <th class=\"col_heading level0 col7\" >H</th>        <th class=\"col_heading level0 col8\" >I</th>        <th class=\"col_heading level0 col9\" >J</th>        <th class=\"col_heading level0 col10\" >K</th>        <th class=\"col_heading level0 col11\" >L</th>        <th class=\"col_heading level0 col12\" >M</th>        <th class=\"col_heading level0 col13\" >N</th>        <th class=\"col_heading level0 col14\" >O</th>        <th class=\"col_heading level0 col15\" >P</th>        <th class=\"col_heading level0 col16\" >Q</th>        <th class=\"col_heading level0 col17\" >R</th>        <th class=\"col_heading level0 col18\" >S</th>        <th class=\"col_heading level0 col19\" >T</th>        <th class=\"col_heading level0 col20\" >U</th>        <th class=\"col_heading level0 col21\" >V</th>    </tr></thead><tbody>\n",
              "                <tr>\n",
              "                        <th id=\"T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002level0_row0\" class=\"row_heading level0 row0\" >0</th>\n",
              "                        <td id=\"T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002row0_col0\" class=\"data row0 col0\" >1</td>\n",
              "                        <td id=\"T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002row0_col1\" class=\"data row0 col1\" >0</td>\n",
              "                        <td id=\"T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002row0_col2\" class=\"data row0 col2\" >0</td>\n",
              "                        <td id=\"T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002row0_col3\" class=\"data row0 col3\" >0</td>\n",
              "                        <td id=\"T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002row0_col4\" class=\"data row0 col4\" >0</td>\n",
              "                        <td id=\"T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002row0_col5\" class=\"data row0 col5\" >0</td>\n",
              "                        <td id=\"T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002row0_col6\" class=\"data row0 col6\" >0</td>\n",
              "                        <td id=\"T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002row0_col7\" class=\"data row0 col7\" >0</td>\n",
              "                        <td id=\"T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002row0_col8\" class=\"data row0 col8\" >0</td>\n",
              "                        <td id=\"T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002row0_col9\" class=\"data row0 col9\" >0</td>\n",
              "                        <td id=\"T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002row0_col10\" class=\"data row0 col10\" >0</td>\n",
              "                        <td id=\"T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002row0_col11\" class=\"data row0 col11\" >0</td>\n",
              "                        <td id=\"T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002row0_col12\" class=\"data row0 col12\" >0</td>\n",
              "                        <td id=\"T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002row0_col13\" class=\"data row0 col13\" >0</td>\n",
              "                        <td id=\"T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002row0_col14\" class=\"data row0 col14\" >0</td>\n",
              "                        <td id=\"T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002row0_col15\" class=\"data row0 col15\" >0</td>\n",
              "                        <td id=\"T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002row0_col16\" class=\"data row0 col16\" >0</td>\n",
              "                        <td id=\"T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002row0_col17\" class=\"data row0 col17\" >0</td>\n",
              "                        <td id=\"T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002row0_col18\" class=\"data row0 col18\" >0</td>\n",
              "                        <td id=\"T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002row0_col19\" class=\"data row0 col19\" >0</td>\n",
              "                        <td id=\"T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002row0_col20\" class=\"data row0 col20\" >0</td>\n",
              "                        <td id=\"T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002row0_col21\" class=\"data row0 col21\" >0</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002level0_row1\" class=\"row_heading level0 row1\" >1</th>\n",
              "                        <td id=\"T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002row1_col0\" class=\"data row1 col0\" >0</td>\n",
              "                        <td id=\"T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002row1_col1\" class=\"data row1 col1\" >0</td>\n",
              "                        <td id=\"T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002row1_col2\" class=\"data row1 col2\" >0</td>\n",
              "                        <td id=\"T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002row1_col3\" class=\"data row1 col3\" >0</td>\n",
              "                        <td id=\"T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002row1_col4\" class=\"data row1 col4\" >0</td>\n",
              "                        <td id=\"T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002row1_col5\" class=\"data row1 col5\" >0</td>\n",
              "                        <td id=\"T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002row1_col6\" class=\"data row1 col6\" >0</td>\n",
              "                        <td id=\"T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002row1_col7\" class=\"data row1 col7\" >0</td>\n",
              "                        <td id=\"T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002row1_col8\" class=\"data row1 col8\" >0</td>\n",
              "                        <td id=\"T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002row1_col9\" class=\"data row1 col9\" >0</td>\n",
              "                        <td id=\"T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002row1_col10\" class=\"data row1 col10\" >0</td>\n",
              "                        <td id=\"T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002row1_col11\" class=\"data row1 col11\" >0</td>\n",
              "                        <td id=\"T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002row1_col12\" class=\"data row1 col12\" >0</td>\n",
              "                        <td id=\"T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002row1_col13\" class=\"data row1 col13\" >0</td>\n",
              "                        <td id=\"T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002row1_col14\" class=\"data row1 col14\" >0</td>\n",
              "                        <td id=\"T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002row1_col15\" class=\"data row1 col15\" >0</td>\n",
              "                        <td id=\"T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002row1_col16\" class=\"data row1 col16\" >0</td>\n",
              "                        <td id=\"T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002row1_col17\" class=\"data row1 col17\" >0</td>\n",
              "                        <td id=\"T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002row1_col18\" class=\"data row1 col18\" >0</td>\n",
              "                        <td id=\"T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002row1_col19\" class=\"data row1 col19\" >1</td>\n",
              "                        <td id=\"T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002row1_col20\" class=\"data row1 col20\" >0</td>\n",
              "                        <td id=\"T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002row1_col21\" class=\"data row1 col21\" >0</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002level0_row2\" class=\"row_heading level0 row2\" >2</th>\n",
              "                        <td id=\"T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002row2_col0\" class=\"data row2 col0\" >0</td>\n",
              "                        <td id=\"T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002row2_col1\" class=\"data row2 col1\" >0</td>\n",
              "                        <td id=\"T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002row2_col2\" class=\"data row2 col2\" >0</td>\n",
              "                        <td id=\"T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002row2_col3\" class=\"data row2 col3\" >0</td>\n",
              "                        <td id=\"T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002row2_col4\" class=\"data row2 col4\" >0</td>\n",
              "                        <td id=\"T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002row2_col5\" class=\"data row2 col5\" >0</td>\n",
              "                        <td id=\"T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002row2_col6\" class=\"data row2 col6\" >0</td>\n",
              "                        <td id=\"T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002row2_col7\" class=\"data row2 col7\" >0</td>\n",
              "                        <td id=\"T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002row2_col8\" class=\"data row2 col8\" >0</td>\n",
              "                        <td id=\"T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002row2_col9\" class=\"data row2 col9\" >0</td>\n",
              "                        <td id=\"T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002row2_col10\" class=\"data row2 col10\" >0</td>\n",
              "                        <td id=\"T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002row2_col11\" class=\"data row2 col11\" >0</td>\n",
              "                        <td id=\"T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002row2_col12\" class=\"data row2 col12\" >1</td>\n",
              "                        <td id=\"T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002row2_col13\" class=\"data row2 col13\" >0</td>\n",
              "                        <td id=\"T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002row2_col14\" class=\"data row2 col14\" >0</td>\n",
              "                        <td id=\"T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002row2_col15\" class=\"data row2 col15\" >0</td>\n",
              "                        <td id=\"T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002row2_col16\" class=\"data row2 col16\" >0</td>\n",
              "                        <td id=\"T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002row2_col17\" class=\"data row2 col17\" >0</td>\n",
              "                        <td id=\"T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002row2_col18\" class=\"data row2 col18\" >0</td>\n",
              "                        <td id=\"T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002row2_col19\" class=\"data row2 col19\" >0</td>\n",
              "                        <td id=\"T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002row2_col20\" class=\"data row2 col20\" >0</td>\n",
              "                        <td id=\"T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002row2_col21\" class=\"data row2 col21\" >0</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002level0_row3\" class=\"row_heading level0 row3\" >3</th>\n",
              "                        <td id=\"T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002row3_col0\" class=\"data row3 col0\" >0</td>\n",
              "                        <td id=\"T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002row3_col1\" class=\"data row3 col1\" >0</td>\n",
              "                        <td id=\"T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002row3_col2\" class=\"data row3 col2\" >0</td>\n",
              "                        <td id=\"T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002row3_col3\" class=\"data row3 col3\" >0</td>\n",
              "                        <td id=\"T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002row3_col4\" class=\"data row3 col4\" >0</td>\n",
              "                        <td id=\"T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002row3_col5\" class=\"data row3 col5\" >0</td>\n",
              "                        <td id=\"T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002row3_col6\" class=\"data row3 col6\" >0</td>\n",
              "                        <td id=\"T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002row3_col7\" class=\"data row3 col7\" >0</td>\n",
              "                        <td id=\"T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002row3_col8\" class=\"data row3 col8\" >0</td>\n",
              "                        <td id=\"T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002row3_col9\" class=\"data row3 col9\" >0</td>\n",
              "                        <td id=\"T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002row3_col10\" class=\"data row3 col10\" >0</td>\n",
              "                        <td id=\"T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002row3_col11\" class=\"data row3 col11\" >0</td>\n",
              "                        <td id=\"T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002row3_col12\" class=\"data row3 col12\" >0</td>\n",
              "                        <td id=\"T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002row3_col13\" class=\"data row3 col13\" >0</td>\n",
              "                        <td id=\"T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002row3_col14\" class=\"data row3 col14\" >0</td>\n",
              "                        <td id=\"T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002row3_col15\" class=\"data row3 col15\" >0</td>\n",
              "                        <td id=\"T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002row3_col16\" class=\"data row3 col16\" >0</td>\n",
              "                        <td id=\"T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002row3_col17\" class=\"data row3 col17\" >0</td>\n",
              "                        <td id=\"T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002row3_col18\" class=\"data row3 col18\" >1</td>\n",
              "                        <td id=\"T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002row3_col19\" class=\"data row3 col19\" >0</td>\n",
              "                        <td id=\"T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002row3_col20\" class=\"data row3 col20\" >0</td>\n",
              "                        <td id=\"T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002row3_col21\" class=\"data row3 col21\" >0</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002level0_row4\" class=\"row_heading level0 row4\" >4</th>\n",
              "                        <td id=\"T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002row4_col0\" class=\"data row4 col0\" >0</td>\n",
              "                        <td id=\"T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002row4_col1\" class=\"data row4 col1\" >0</td>\n",
              "                        <td id=\"T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002row4_col2\" class=\"data row4 col2\" >0</td>\n",
              "                        <td id=\"T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002row4_col3\" class=\"data row4 col3\" >0</td>\n",
              "                        <td id=\"T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002row4_col4\" class=\"data row4 col4\" >0</td>\n",
              "                        <td id=\"T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002row4_col5\" class=\"data row4 col5\" >0</td>\n",
              "                        <td id=\"T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002row4_col6\" class=\"data row4 col6\" >0</td>\n",
              "                        <td id=\"T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002row4_col7\" class=\"data row4 col7\" >0</td>\n",
              "                        <td id=\"T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002row4_col8\" class=\"data row4 col8\" >0</td>\n",
              "                        <td id=\"T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002row4_col9\" class=\"data row4 col9\" >0</td>\n",
              "                        <td id=\"T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002row4_col10\" class=\"data row4 col10\" >0</td>\n",
              "                        <td id=\"T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002row4_col11\" class=\"data row4 col11\" >0</td>\n",
              "                        <td id=\"T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002row4_col12\" class=\"data row4 col12\" >0</td>\n",
              "                        <td id=\"T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002row4_col13\" class=\"data row4 col13\" >0</td>\n",
              "                        <td id=\"T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002row4_col14\" class=\"data row4 col14\" >1</td>\n",
              "                        <td id=\"T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002row4_col15\" class=\"data row4 col15\" >0</td>\n",
              "                        <td id=\"T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002row4_col16\" class=\"data row4 col16\" >0</td>\n",
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              "                        <td id=\"T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002row5_col15\" class=\"data row5 col15\" >0</td>\n",
              "                        <td id=\"T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002row5_col16\" class=\"data row5 col16\" >0</td>\n",
              "                        <td id=\"T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002row5_col17\" class=\"data row5 col17\" >0</td>\n",
              "                        <td id=\"T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002row5_col18\" class=\"data row5 col18\" >0</td>\n",
              "                        <td id=\"T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002row5_col19\" class=\"data row5 col19\" >0</td>\n",
              "                        <td id=\"T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002row5_col20\" class=\"data row5 col20\" >0</td>\n",
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              "                        <th id=\"T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002level0_row6\" class=\"row_heading level0 row6\" >6</th>\n",
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              "                        <td id=\"T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002row6_col1\" class=\"data row6 col1\" >0</td>\n",
              "                        <td id=\"T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002row6_col2\" class=\"data row6 col2\" >1</td>\n",
              "                        <td id=\"T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002row6_col3\" class=\"data row6 col3\" >0</td>\n",
              "                        <td id=\"T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002row6_col4\" class=\"data row6 col4\" >0</td>\n",
              "                        <td id=\"T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002row6_col5\" class=\"data row6 col5\" >0</td>\n",
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              "                        <td id=\"T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002row6_col21\" class=\"data row6 col21\" >0</td>\n",
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              "                        <th id=\"T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002level0_row7\" class=\"row_heading level0 row7\" >7</th>\n",
              "                        <td id=\"T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002row7_col0\" class=\"data row7 col0\" >0</td>\n",
              "                        <td id=\"T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002row7_col1\" class=\"data row7 col1\" >0</td>\n",
              "                        <td id=\"T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002row7_col2\" class=\"data row7 col2\" >0</td>\n",
              "                        <td id=\"T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002row7_col3\" class=\"data row7 col3\" >0</td>\n",
              "                        <td id=\"T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002row7_col4\" class=\"data row7 col4\" >0</td>\n",
              "                        <td id=\"T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002row7_col5\" class=\"data row7 col5\" >0</td>\n",
              "                        <td id=\"T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002row7_col6\" class=\"data row7 col6\" >0</td>\n",
              "                        <td id=\"T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002row7_col7\" class=\"data row7 col7\" >0</td>\n",
              "                        <td id=\"T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002row7_col8\" class=\"data row7 col8\" >0</td>\n",
              "                        <td id=\"T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002row7_col9\" class=\"data row7 col9\" >0</td>\n",
              "                        <td id=\"T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002row7_col10\" class=\"data row7 col10\" >0</td>\n",
              "                        <td id=\"T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002row7_col11\" class=\"data row7 col11\" >0</td>\n",
              "                        <td id=\"T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002row7_col12\" class=\"data row7 col12\" >0</td>\n",
              "                        <td id=\"T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002row7_col13\" class=\"data row7 col13\" >0</td>\n",
              "                        <td id=\"T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002row7_col14\" class=\"data row7 col14\" >0</td>\n",
              "                        <td id=\"T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002row7_col15\" class=\"data row7 col15\" >1</td>\n",
              "                        <td id=\"T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002row7_col16\" class=\"data row7 col16\" >0</td>\n",
              "                        <td id=\"T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002row7_col17\" class=\"data row7 col17\" >0</td>\n",
              "                        <td id=\"T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002row7_col18\" class=\"data row7 col18\" >0</td>\n",
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              "                        <td id=\"T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002row8_col2\" class=\"data row8 col2\" >0</td>\n",
              "                        <td id=\"T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002row8_col3\" class=\"data row8 col3\" >0</td>\n",
              "                        <td id=\"T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002row8_col4\" class=\"data row8 col4\" >0</td>\n",
              "                        <td id=\"T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002row8_col5\" class=\"data row8 col5\" >0</td>\n",
              "                        <td id=\"T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002row8_col6\" class=\"data row8 col6\" >1</td>\n",
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              "                        <td id=\"T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002row8_col17\" class=\"data row8 col17\" >0</td>\n",
              "                        <td id=\"T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002row8_col18\" class=\"data row8 col18\" >0</td>\n",
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              "                        <td id=\"T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002row8_col20\" class=\"data row8 col20\" >0</td>\n",
              "                        <td id=\"T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002row8_col21\" class=\"data row8 col21\" >0</td>\n",
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              "                        <th id=\"T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002level0_row9\" class=\"row_heading level0 row9\" >9</th>\n",
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              "                        <td id=\"T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002row9_col8\" class=\"data row9 col8\" >0</td>\n",
              "                        <td id=\"T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002row9_col9\" class=\"data row9 col9\" >0</td>\n",
              "                        <td id=\"T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002row9_col10\" class=\"data row9 col10\" >0</td>\n",
              "                        <td id=\"T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002row9_col11\" class=\"data row9 col11\" >0</td>\n",
              "                        <td id=\"T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002row9_col12\" class=\"data row9 col12\" >0</td>\n",
              "                        <td id=\"T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002row9_col13\" class=\"data row9 col13\" >0</td>\n",
              "                        <td id=\"T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002row9_col14\" class=\"data row9 col14\" >0</td>\n",
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              "                        <td id=\"T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002row9_col16\" class=\"data row9 col16\" >0</td>\n",
              "                        <td id=\"T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002row9_col17\" class=\"data row9 col17\" >0</td>\n",
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              "                        <td id=\"T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002row9_col19\" class=\"data row9 col19\" >0</td>\n",
              "                        <td id=\"T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002row9_col20\" class=\"data row9 col20\" >0</td>\n",
              "                        <td id=\"T_a9b00a64_f9d8_11ea_88f3_0242ac1c0002row9_col21\" class=\"data row9 col21\" >0</td>\n",
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            "tags": []
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              "        }    #T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row0_col18 {\n",
              "            color:  gray;\n",
              "        }    #T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row0_col19 {\n",
              "            color:  gray;\n",
              "        }    #T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row0_col20 {\n",
              "            color:  gray;\n",
              "        }    #T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row0_col21 {\n",
              "            color:  gray;\n",
              "        }    #T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row1_col0 {\n",
              "            color:  gray;\n",
              "        }    #T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row1_col1 {\n",
              "            color:  gray;\n",
              "        }    #T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row1_col2 {\n",
              "            color:  gray;\n",
              "        }    #T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row1_col3 {\n",
              "            color:  gray;\n",
              "        }    #T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row1_col4 {\n",
              "            color:  gray;\n",
              "        }    #T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row1_col5 {\n",
              "            color:  gray;\n",
              "        }    #T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row1_col6 {\n",
              "            color:  gray;\n",
              "        }    #T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row1_col7 {\n",
              "            color:  gray;\n",
              "        }    #T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row1_col8 {\n",
              "            color:  gray;\n",
              "        }    #T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row1_col9 {\n",
              "            color:  gray;\n",
              "        }    #T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row1_col10 {\n",
              "            color:  gray;\n",
              "        }    #T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row1_col11 {\n",
              "            color:  gray;\n",
              "        }    #T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row1_col12 {\n",
              "            color:  gray;\n",
              "        }    #T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row1_col13 {\n",
              "            color:  gray;\n",
              "        }    #T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row1_col14 {\n",
              "            color:  gray;\n",
              "        }    #T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row1_col15 {\n",
              "            color:  gray;\n",
              "        }    #T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row1_col16 {\n",
              "            color:  gray;\n",
              "        }    #T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row1_col17 {\n",
              "            color:  gray;\n",
              "        }    #T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row1_col18 {\n",
              "            color:  gray;\n",
              "        }    #T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row1_col19 {\n",
              "            color:  gray;\n",
              "        }    #T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row1_col20 {\n",
              "            color:  gray;\n",
              "        }    #T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row1_col21 {\n",
              "            color:  red;\n",
              "             font-weight:  bold;\n",
              "        }    #T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row2_col0 {\n",
              "            color:  gray;\n",
              "        }    #T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row2_col1 {\n",
              "            color:  gray;\n",
              "        }    #T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row2_col2 {\n",
              "            color:  gray;\n",
              "        }    #T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row2_col3 {\n",
              "            color:  gray;\n",
              "        }    #T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row2_col4 {\n",
              "            color:  gray;\n",
              "        }    #T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row2_col5 {\n",
              "            color:  gray;\n",
              "        }    #T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row2_col6 {\n",
              "            color:  gray;\n",
              "        }    #T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row2_col7 {\n",
              "            color:  gray;\n",
              "        }    #T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row2_col8 {\n",
              "            color:  red;\n",
              "             font-weight:  bold;\n",
              "        }    #T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row2_col9 {\n",
              "            color:  gray;\n",
              "        }    #T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row2_col10 {\n",
              "            color:  gray;\n",
              "        }    #T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row2_col11 {\n",
              "            color:  gray;\n",
              "        }    #T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row2_col12 {\n",
              "            color:  gray;\n",
              "        }    #T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row2_col13 {\n",
              "            color:  gray;\n",
              "        }    #T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row2_col14 {\n",
              "            color:  gray;\n",
              "        }    #T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row2_col15 {\n",
              "            color:  gray;\n",
              "        }    #T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row2_col16 {\n",
              "            color:  gray;\n",
              "        }    #T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row2_col17 {\n",
              "            color:  gray;\n",
              "        }    #T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row2_col18 {\n",
              "            color:  gray;\n",
              "        }    #T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row2_col19 {\n",
              "            color:  gray;\n",
              "        }    #T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row2_col20 {\n",
              "            color:  gray;\n",
              "        }    #T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row2_col21 {\n",
              "            color:  gray;\n",
              "        }    #T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row3_col0 {\n",
              "            color:  gray;\n",
              "        }    #T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row3_col1 {\n",
              "            color:  gray;\n",
              "        }    #T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row3_col2 {\n",
              "            color:  gray;\n",
              "        }    #T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row3_col3 {\n",
              "            color:  red;\n",
              "             font-weight:  bold;\n",
              "        }    #T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row3_col4 {\n",
              "            color:  gray;\n",
              "        }    #T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row3_col5 {\n",
              "            color:  gray;\n",
              "        }    #T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row3_col6 {\n",
              "            color:  gray;\n",
              "        }    #T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row3_col7 {\n",
              "            color:  gray;\n",
              "        }    #T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row3_col8 {\n",
              "            color:  gray;\n",
              "        }    #T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row3_col9 {\n",
              "            color:  gray;\n",
              "        }    #T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row3_col10 {\n",
              "            color:  gray;\n",
              "        }    #T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row3_col11 {\n",
              "            color:  gray;\n",
              "        }    #T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row3_col12 {\n",
              "            color:  gray;\n",
              "        }    #T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row3_col13 {\n",
              "            color:  gray;\n",
              "        }    #T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row3_col14 {\n",
              "            color:  gray;\n",
              "        }    #T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row3_col15 {\n",
              "            color:  gray;\n",
              "        }    #T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row3_col16 {\n",
              "            color:  gray;\n",
              "        }    #T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row3_col17 {\n",
              "            color:  gray;\n",
              "        }    #T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row3_col18 {\n",
              "            color:  gray;\n",
              "        }    #T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row3_col19 {\n",
              "            color:  gray;\n",
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              "            color:  gray;\n",
              "        }    #T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row3_col21 {\n",
              "            color:  gray;\n",
              "        }    #T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row4_col0 {\n",
              "            color:  gray;\n",
              "        }    #T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row4_col1 {\n",
              "            color:  gray;\n",
              "        }    #T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row4_col2 {\n",
              "            color:  gray;\n",
              "        }    #T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row4_col3 {\n",
              "            color:  gray;\n",
              "        }    #T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row4_col4 {\n",
              "            color:  gray;\n",
              "        }    #T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row4_col5 {\n",
              "            color:  gray;\n",
              "        }    #T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row4_col6 {\n",
              "            color:  gray;\n",
              "        }    #T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row4_col7 {\n",
              "            color:  gray;\n",
              "        }    #T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row4_col8 {\n",
              "            color:  gray;\n",
              "        }    #T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row4_col9 {\n",
              "            color:  gray;\n",
              "        }    #T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row4_col10 {\n",
              "            color:  gray;\n",
              "        }    #T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row4_col11 {\n",
              "            color:  gray;\n",
              "        }    #T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row4_col12 {\n",
              "            color:  gray;\n",
              "        }    #T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row4_col13 {\n",
              "            color:  red;\n",
              "             font-weight:  bold;\n",
              "        }    #T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row4_col14 {\n",
              "            color:  gray;\n",
              "        }    #T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row4_col15 {\n",
              "            color:  gray;\n",
              "        }    #T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row4_col16 {\n",
              "            color:  gray;\n",
              "        }    #T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row4_col17 {\n",
              "            color:  gray;\n",
              "        }    #T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row4_col18 {\n",
              "            color:  gray;\n",
              "        }    #T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row4_col19 {\n",
              "            color:  gray;\n",
              "        }    #T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row4_col20 {\n",
              "            color:  gray;\n",
              "        }    #T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row4_col21 {\n",
              "            color:  gray;\n",
              "        }    #T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row5_col0 {\n",
              "            color:  gray;\n",
              "        }    #T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row5_col1 {\n",
              "            color:  gray;\n",
              "        }    #T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row5_col2 {\n",
              "            color:  gray;\n",
              "        }    #T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row5_col3 {\n",
              "            color:  gray;\n",
              "        }    #T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row5_col4 {\n",
              "            color:  gray;\n",
              "        }    #T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row5_col5 {\n",
              "            color:  gray;\n",
              "        }    #T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row5_col6 {\n",
              "            color:  gray;\n",
              "        }    #T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row5_col7 {\n",
              "            color:  gray;\n",
              "        }    #T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row5_col8 {\n",
              "            color:  gray;\n",
              "        }    #T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row5_col9 {\n",
              "            color:  gray;\n",
              "        }    #T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row5_col10 {\n",
              "            color:  red;\n",
              "             font-weight:  bold;\n",
              "        }    #T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row5_col11 {\n",
              "            color:  gray;\n",
              "        }    #T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row5_col12 {\n",
              "            color:  gray;\n",
              "        }    #T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row5_col13 {\n",
              "            color:  gray;\n",
              "        }    #T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row5_col14 {\n",
              "            color:  gray;\n",
              "        }    #T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row5_col15 {\n",
              "            color:  gray;\n",
              "        }    #T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row5_col16 {\n",
              "            color:  gray;\n",
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              "            color:  gray;\n",
              "        }    #T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row5_col18 {\n",
              "            color:  gray;\n",
              "        }    #T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row5_col19 {\n",
              "            color:  gray;\n",
              "        }    #T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row5_col20 {\n",
              "            color:  gray;\n",
              "        }    #T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row5_col21 {\n",
              "            color:  gray;\n",
              "        }    #T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row6_col0 {\n",
              "            color:  gray;\n",
              "        }    #T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row6_col1 {\n",
              "            color:  gray;\n",
              "        }    #T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row6_col2 {\n",
              "            color:  gray;\n",
              "        }    #T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row6_col3 {\n",
              "            color:  gray;\n",
              "        }    #T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row6_col4 {\n",
              "            color:  gray;\n",
              "        }    #T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row6_col5 {\n",
              "            color:  red;\n",
              "             font-weight:  bold;\n",
              "        }    #T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row6_col6 {\n",
              "            color:  gray;\n",
              "        }    #T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row6_col7 {\n",
              "            color:  gray;\n",
              "        }    #T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row6_col8 {\n",
              "            color:  gray;\n",
              "        }    #T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row6_col9 {\n",
              "            color:  gray;\n",
              "        }    #T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row6_col10 {\n",
              "            color:  gray;\n",
              "        }    #T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row6_col11 {\n",
              "            color:  gray;\n",
              "        }    #T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row6_col12 {\n",
              "            color:  gray;\n",
              "        }    #T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row6_col13 {\n",
              "            color:  gray;\n",
              "        }    #T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row6_col14 {\n",
              "            color:  gray;\n",
              "        }    #T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row6_col15 {\n",
              "            color:  gray;\n",
              "        }    #T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row6_col16 {\n",
              "            color:  gray;\n",
              "        }    #T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row6_col17 {\n",
              "            color:  gray;\n",
              "        }    #T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row6_col18 {\n",
              "            color:  gray;\n",
              "        }    #T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row6_col19 {\n",
              "            color:  gray;\n",
              "        }    #T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row6_col20 {\n",
              "            color:  gray;\n",
              "        }    #T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row6_col21 {\n",
              "            color:  gray;\n",
              "        }    #T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row7_col0 {\n",
              "            color:  gray;\n",
              "        }    #T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row7_col1 {\n",
              "            color:  gray;\n",
              "        }    #T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row7_col2 {\n",
              "            color:  gray;\n",
              "        }    #T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row7_col3 {\n",
              "            color:  gray;\n",
              "        }    #T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row7_col4 {\n",
              "            color:  gray;\n",
              "        }    #T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row7_col5 {\n",
              "            color:  gray;\n",
              "        }    #T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row7_col6 {\n",
              "            color:  gray;\n",
              "        }    #T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row7_col7 {\n",
              "            color:  gray;\n",
              "        }    #T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row7_col8 {\n",
              "            color:  gray;\n",
              "        }    #T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row7_col9 {\n",
              "            color:  gray;\n",
              "        }    #T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row7_col10 {\n",
              "            color:  gray;\n",
              "        }    #T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row7_col11 {\n",
              "            color:  gray;\n",
              "        }    #T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row7_col12 {\n",
              "            color:  gray;\n",
              "        }    #T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row7_col13 {\n",
              "            color:  gray;\n",
              "        }    #T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row7_col14 {\n",
              "            color:  gray;\n",
              "        }    #T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row7_col15 {\n",
              "            color:  gray;\n",
              "        }    #T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row7_col16 {\n",
              "            color:  red;\n",
              "             font-weight:  bold;\n",
              "        }    #T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row7_col17 {\n",
              "            color:  gray;\n",
              "        }    #T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row7_col18 {\n",
              "            color:  gray;\n",
              "        }    #T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row7_col19 {\n",
              "            color:  gray;\n",
              "        }    #T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row7_col20 {\n",
              "            color:  gray;\n",
              "        }    #T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row7_col21 {\n",
              "            color:  gray;\n",
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              "            color:  gray;\n",
              "        }    #T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row8_col1 {\n",
              "            color:  gray;\n",
              "        }    #T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row8_col2 {\n",
              "            color:  gray;\n",
              "        }    #T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row8_col3 {\n",
              "            color:  gray;\n",
              "        }    #T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row8_col4 {\n",
              "            color:  gray;\n",
              "        }    #T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row8_col5 {\n",
              "            color:  gray;\n",
              "        }    #T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row8_col6 {\n",
              "            color:  gray;\n",
              "        }    #T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row8_col7 {\n",
              "            color:  gray;\n",
              "        }    #T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row8_col8 {\n",
              "            color:  gray;\n",
              "        }    #T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row8_col9 {\n",
              "            color:  gray;\n",
              "        }    #T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row8_col10 {\n",
              "            color:  gray;\n",
              "        }    #T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row8_col11 {\n",
              "            color:  red;\n",
              "             font-weight:  bold;\n",
              "        }    #T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row8_col12 {\n",
              "            color:  gray;\n",
              "        }    #T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row8_col13 {\n",
              "            color:  gray;\n",
              "        }    #T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row8_col14 {\n",
              "            color:  gray;\n",
              "        }    #T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row8_col15 {\n",
              "            color:  gray;\n",
              "        }    #T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row8_col16 {\n",
              "            color:  gray;\n",
              "        }    #T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row8_col17 {\n",
              "            color:  gray;\n",
              "        }    #T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row8_col18 {\n",
              "            color:  gray;\n",
              "        }    #T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row8_col19 {\n",
              "            color:  gray;\n",
              "        }    #T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row8_col20 {\n",
              "            color:  gray;\n",
              "        }    #T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row8_col21 {\n",
              "            color:  gray;\n",
              "        }    #T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row9_col0 {\n",
              "            color:  red;\n",
              "             font-weight:  bold;\n",
              "        }    #T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row9_col1 {\n",
              "            color:  gray;\n",
              "        }    #T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row9_col2 {\n",
              "            color:  gray;\n",
              "        }    #T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row9_col3 {\n",
              "            color:  gray;\n",
              "        }    #T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row9_col4 {\n",
              "            color:  gray;\n",
              "        }    #T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row9_col5 {\n",
              "            color:  gray;\n",
              "        }    #T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row9_col6 {\n",
              "            color:  gray;\n",
              "        }    #T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row9_col7 {\n",
              "            color:  gray;\n",
              "        }    #T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row9_col8 {\n",
              "            color:  gray;\n",
              "        }    #T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row9_col9 {\n",
              "            color:  gray;\n",
              "        }    #T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row9_col10 {\n",
              "            color:  gray;\n",
              "        }    #T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row9_col11 {\n",
              "            color:  gray;\n",
              "        }    #T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row9_col12 {\n",
              "            color:  gray;\n",
              "        }    #T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row9_col13 {\n",
              "            color:  gray;\n",
              "        }    #T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row9_col14 {\n",
              "            color:  gray;\n",
              "        }    #T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row9_col15 {\n",
              "            color:  gray;\n",
              "        }    #T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row9_col16 {\n",
              "            color:  gray;\n",
              "        }    #T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row9_col17 {\n",
              "            color:  gray;\n",
              "        }    #T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row9_col18 {\n",
              "            color:  gray;\n",
              "        }    #T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row9_col19 {\n",
              "            color:  gray;\n",
              "        }    #T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row9_col20 {\n",
              "            color:  gray;\n",
              "        }    #T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row9_col21 {\n",
              "            color:  gray;\n",
              "        }</style><table id=\"T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002\" ><thead>    <tr>        <th class=\"blank level0\" ></th>        <th class=\"col_heading level0 col0\" >A</th>        <th class=\"col_heading level0 col1\" >B</th>        <th class=\"col_heading level0 col2\" >C</th>        <th class=\"col_heading level0 col3\" >D</th>        <th class=\"col_heading level0 col4\" >E</th>        <th class=\"col_heading level0 col5\" >F</th>        <th class=\"col_heading level0 col6\" >G</th>        <th class=\"col_heading level0 col7\" >H</th>        <th class=\"col_heading level0 col8\" >I</th>        <th class=\"col_heading level0 col9\" >J</th>        <th class=\"col_heading level0 col10\" >K</th>        <th class=\"col_heading level0 col11\" >L</th>        <th class=\"col_heading level0 col12\" >M</th>        <th class=\"col_heading level0 col13\" >N</th>        <th class=\"col_heading level0 col14\" >O</th>        <th class=\"col_heading level0 col15\" >P</th>        <th class=\"col_heading level0 col16\" >Q</th>        <th class=\"col_heading level0 col17\" >R</th>        <th class=\"col_heading level0 col18\" >S</th>        <th class=\"col_heading level0 col19\" >T</th>        <th class=\"col_heading level0 col20\" >U</th>        <th class=\"col_heading level0 col21\" >V</th>    </tr></thead><tbody>\n",
              "                <tr>\n",
              "                        <th id=\"T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002level0_row0\" class=\"row_heading level0 row0\" >0</th>\n",
              "                        <td id=\"T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row0_col0\" class=\"data row0 col0\" >1</td>\n",
              "                        <td id=\"T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row0_col1\" class=\"data row0 col1\" >0</td>\n",
              "                        <td id=\"T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row0_col2\" class=\"data row0 col2\" >0</td>\n",
              "                        <td id=\"T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row0_col3\" class=\"data row0 col3\" >0</td>\n",
              "                        <td id=\"T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row0_col4\" class=\"data row0 col4\" >0</td>\n",
              "                        <td id=\"T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row0_col5\" class=\"data row0 col5\" >0</td>\n",
              "                        <td id=\"T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row0_col6\" class=\"data row0 col6\" >0</td>\n",
              "                        <td id=\"T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row0_col7\" class=\"data row0 col7\" >0</td>\n",
              "                        <td id=\"T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row0_col8\" class=\"data row0 col8\" >0</td>\n",
              "                        <td id=\"T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row0_col9\" class=\"data row0 col9\" >0</td>\n",
              "                        <td id=\"T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row0_col10\" class=\"data row0 col10\" >0</td>\n",
              "                        <td id=\"T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row0_col11\" class=\"data row0 col11\" >0</td>\n",
              "                        <td id=\"T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row0_col12\" class=\"data row0 col12\" >0</td>\n",
              "                        <td id=\"T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row0_col13\" class=\"data row0 col13\" >0</td>\n",
              "                        <td id=\"T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row0_col14\" class=\"data row0 col14\" >0</td>\n",
              "                        <td id=\"T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row0_col15\" class=\"data row0 col15\" >0</td>\n",
              "                        <td id=\"T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row0_col16\" class=\"data row0 col16\" >0</td>\n",
              "                        <td id=\"T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row0_col17\" class=\"data row0 col17\" >0</td>\n",
              "                        <td id=\"T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row0_col18\" class=\"data row0 col18\" >0</td>\n",
              "                        <td id=\"T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row0_col19\" class=\"data row0 col19\" >0</td>\n",
              "                        <td id=\"T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row0_col20\" class=\"data row0 col20\" >0</td>\n",
              "                        <td id=\"T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row0_col21\" class=\"data row0 col21\" >0</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002level0_row1\" class=\"row_heading level0 row1\" >1</th>\n",
              "                        <td id=\"T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row1_col0\" class=\"data row1 col0\" >0</td>\n",
              "                        <td id=\"T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row1_col1\" class=\"data row1 col1\" >0</td>\n",
              "                        <td id=\"T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row1_col2\" class=\"data row1 col2\" >0</td>\n",
              "                        <td id=\"T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row1_col3\" class=\"data row1 col3\" >0</td>\n",
              "                        <td id=\"T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row1_col4\" class=\"data row1 col4\" >0</td>\n",
              "                        <td id=\"T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row1_col5\" class=\"data row1 col5\" >0</td>\n",
              "                        <td id=\"T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row1_col6\" class=\"data row1 col6\" >0</td>\n",
              "                        <td id=\"T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row1_col7\" class=\"data row1 col7\" >0</td>\n",
              "                        <td id=\"T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row1_col8\" class=\"data row1 col8\" >0</td>\n",
              "                        <td id=\"T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row1_col9\" class=\"data row1 col9\" >0</td>\n",
              "                        <td id=\"T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row1_col10\" class=\"data row1 col10\" >0</td>\n",
              "                        <td id=\"T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row1_col11\" class=\"data row1 col11\" >0</td>\n",
              "                        <td id=\"T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row1_col12\" class=\"data row1 col12\" >0</td>\n",
              "                        <td id=\"T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row1_col13\" class=\"data row1 col13\" >0</td>\n",
              "                        <td id=\"T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row1_col14\" class=\"data row1 col14\" >0</td>\n",
              "                        <td id=\"T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row1_col15\" class=\"data row1 col15\" >0</td>\n",
              "                        <td id=\"T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row1_col16\" class=\"data row1 col16\" >0</td>\n",
              "                        <td id=\"T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row1_col17\" class=\"data row1 col17\" >0</td>\n",
              "                        <td id=\"T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row1_col18\" class=\"data row1 col18\" >0</td>\n",
              "                        <td id=\"T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row1_col19\" class=\"data row1 col19\" >0</td>\n",
              "                        <td id=\"T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row1_col20\" class=\"data row1 col20\" >0</td>\n",
              "                        <td id=\"T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row1_col21\" class=\"data row1 col21\" >1</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002level0_row2\" class=\"row_heading level0 row2\" >2</th>\n",
              "                        <td id=\"T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row2_col0\" class=\"data row2 col0\" >0</td>\n",
              "                        <td id=\"T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row2_col1\" class=\"data row2 col1\" >0</td>\n",
              "                        <td id=\"T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row2_col2\" class=\"data row2 col2\" >0</td>\n",
              "                        <td id=\"T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row2_col3\" class=\"data row2 col3\" >0</td>\n",
              "                        <td id=\"T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row2_col4\" class=\"data row2 col4\" >0</td>\n",
              "                        <td id=\"T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row2_col5\" class=\"data row2 col5\" >0</td>\n",
              "                        <td id=\"T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row2_col6\" class=\"data row2 col6\" >0</td>\n",
              "                        <td id=\"T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row2_col7\" class=\"data row2 col7\" >0</td>\n",
              "                        <td id=\"T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row2_col8\" class=\"data row2 col8\" >1</td>\n",
              "                        <td id=\"T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row2_col9\" class=\"data row2 col9\" >0</td>\n",
              "                        <td id=\"T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row2_col10\" class=\"data row2 col10\" >0</td>\n",
              "                        <td id=\"T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row2_col11\" class=\"data row2 col11\" >0</td>\n",
              "                        <td id=\"T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row2_col12\" class=\"data row2 col12\" >0</td>\n",
              "                        <td id=\"T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row2_col13\" class=\"data row2 col13\" >0</td>\n",
              "                        <td id=\"T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row2_col14\" class=\"data row2 col14\" >0</td>\n",
              "                        <td id=\"T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row2_col15\" class=\"data row2 col15\" >0</td>\n",
              "                        <td id=\"T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row2_col16\" class=\"data row2 col16\" >0</td>\n",
              "                        <td id=\"T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row2_col17\" class=\"data row2 col17\" >0</td>\n",
              "                        <td id=\"T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row2_col18\" class=\"data row2 col18\" >0</td>\n",
              "                        <td id=\"T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row2_col19\" class=\"data row2 col19\" >0</td>\n",
              "                        <td id=\"T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row2_col20\" class=\"data row2 col20\" >0</td>\n",
              "                        <td id=\"T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row2_col21\" class=\"data row2 col21\" >0</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002level0_row3\" class=\"row_heading level0 row3\" >3</th>\n",
              "                        <td id=\"T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row3_col0\" class=\"data row3 col0\" >0</td>\n",
              "                        <td id=\"T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row3_col1\" class=\"data row3 col1\" >0</td>\n",
              "                        <td id=\"T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row3_col2\" class=\"data row3 col2\" >0</td>\n",
              "                        <td id=\"T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row3_col3\" class=\"data row3 col3\" >1</td>\n",
              "                        <td id=\"T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row3_col4\" class=\"data row3 col4\" >0</td>\n",
              "                        <td id=\"T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row3_col5\" class=\"data row3 col5\" >0</td>\n",
              "                        <td id=\"T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row3_col6\" class=\"data row3 col6\" >0</td>\n",
              "                        <td id=\"T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row3_col7\" class=\"data row3 col7\" >0</td>\n",
              "                        <td id=\"T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row3_col8\" class=\"data row3 col8\" >0</td>\n",
              "                        <td id=\"T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row3_col9\" class=\"data row3 col9\" >0</td>\n",
              "                        <td id=\"T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row3_col10\" class=\"data row3 col10\" >0</td>\n",
              "                        <td id=\"T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row3_col11\" class=\"data row3 col11\" >0</td>\n",
              "                        <td id=\"T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row3_col12\" class=\"data row3 col12\" >0</td>\n",
              "                        <td id=\"T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row3_col13\" class=\"data row3 col13\" >0</td>\n",
              "                        <td id=\"T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row3_col14\" class=\"data row3 col14\" >0</td>\n",
              "                        <td id=\"T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row3_col15\" class=\"data row3 col15\" >0</td>\n",
              "                        <td id=\"T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row3_col16\" class=\"data row3 col16\" >0</td>\n",
              "                        <td id=\"T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row3_col17\" class=\"data row3 col17\" >0</td>\n",
              "                        <td id=\"T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row3_col18\" class=\"data row3 col18\" >0</td>\n",
              "                        <td id=\"T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row3_col19\" class=\"data row3 col19\" >0</td>\n",
              "                        <td id=\"T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row3_col20\" class=\"data row3 col20\" >0</td>\n",
              "                        <td id=\"T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row3_col21\" class=\"data row3 col21\" >0</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002level0_row4\" class=\"row_heading level0 row4\" >4</th>\n",
              "                        <td id=\"T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row4_col0\" class=\"data row4 col0\" >0</td>\n",
              "                        <td id=\"T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row4_col1\" class=\"data row4 col1\" >0</td>\n",
              "                        <td id=\"T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row4_col2\" class=\"data row4 col2\" >0</td>\n",
              "                        <td id=\"T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row4_col3\" class=\"data row4 col3\" >0</td>\n",
              "                        <td id=\"T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row4_col4\" class=\"data row4 col4\" >0</td>\n",
              "                        <td id=\"T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row4_col5\" class=\"data row4 col5\" >0</td>\n",
              "                        <td id=\"T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row4_col6\" class=\"data row4 col6\" >0</td>\n",
              "                        <td id=\"T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row4_col7\" class=\"data row4 col7\" >0</td>\n",
              "                        <td id=\"T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row4_col8\" class=\"data row4 col8\" >0</td>\n",
              "                        <td id=\"T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row4_col9\" class=\"data row4 col9\" >0</td>\n",
              "                        <td id=\"T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row4_col10\" class=\"data row4 col10\" >0</td>\n",
              "                        <td id=\"T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row4_col11\" class=\"data row4 col11\" >0</td>\n",
              "                        <td id=\"T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row4_col12\" class=\"data row4 col12\" >0</td>\n",
              "                        <td id=\"T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row4_col13\" class=\"data row4 col13\" >1</td>\n",
              "                        <td id=\"T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row4_col14\" class=\"data row4 col14\" >0</td>\n",
              "                        <td id=\"T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row4_col15\" class=\"data row4 col15\" >0</td>\n",
              "                        <td id=\"T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row4_col16\" class=\"data row4 col16\" >0</td>\n",
              "                        <td id=\"T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row4_col17\" class=\"data row4 col17\" >0</td>\n",
              "                        <td id=\"T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row4_col18\" class=\"data row4 col18\" >0</td>\n",
              "                        <td id=\"T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row4_col19\" class=\"data row4 col19\" >0</td>\n",
              "                        <td id=\"T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row4_col20\" class=\"data row4 col20\" >0</td>\n",
              "                        <td id=\"T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row4_col21\" class=\"data row4 col21\" >0</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002level0_row5\" class=\"row_heading level0 row5\" >5</th>\n",
              "                        <td id=\"T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row5_col0\" class=\"data row5 col0\" >0</td>\n",
              "                        <td id=\"T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row5_col1\" class=\"data row5 col1\" >0</td>\n",
              "                        <td id=\"T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row5_col2\" class=\"data row5 col2\" >0</td>\n",
              "                        <td id=\"T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row5_col3\" class=\"data row5 col3\" >0</td>\n",
              "                        <td id=\"T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row5_col4\" class=\"data row5 col4\" >0</td>\n",
              "                        <td id=\"T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row5_col5\" class=\"data row5 col5\" >0</td>\n",
              "                        <td id=\"T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row5_col6\" class=\"data row5 col6\" >0</td>\n",
              "                        <td id=\"T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row5_col7\" class=\"data row5 col7\" >0</td>\n",
              "                        <td id=\"T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row5_col8\" class=\"data row5 col8\" >0</td>\n",
              "                        <td id=\"T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row5_col9\" class=\"data row5 col9\" >0</td>\n",
              "                        <td id=\"T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row5_col10\" class=\"data row5 col10\" >1</td>\n",
              "                        <td id=\"T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row5_col11\" class=\"data row5 col11\" >0</td>\n",
              "                        <td id=\"T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row5_col12\" class=\"data row5 col12\" >0</td>\n",
              "                        <td id=\"T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row5_col13\" class=\"data row5 col13\" >0</td>\n",
              "                        <td id=\"T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row5_col14\" class=\"data row5 col14\" >0</td>\n",
              "                        <td id=\"T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row5_col15\" class=\"data row5 col15\" >0</td>\n",
              "                        <td id=\"T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row5_col16\" class=\"data row5 col16\" >0</td>\n",
              "                        <td id=\"T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row5_col17\" class=\"data row5 col17\" >0</td>\n",
              "                        <td id=\"T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row5_col18\" class=\"data row5 col18\" >0</td>\n",
              "                        <td id=\"T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row5_col19\" class=\"data row5 col19\" >0</td>\n",
              "                        <td id=\"T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row5_col20\" class=\"data row5 col20\" >0</td>\n",
              "                        <td id=\"T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row5_col21\" class=\"data row5 col21\" >0</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002level0_row6\" class=\"row_heading level0 row6\" >6</th>\n",
              "                        <td id=\"T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row6_col0\" class=\"data row6 col0\" >0</td>\n",
              "                        <td id=\"T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row6_col1\" class=\"data row6 col1\" >0</td>\n",
              "                        <td id=\"T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row6_col2\" class=\"data row6 col2\" >0</td>\n",
              "                        <td id=\"T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row6_col3\" class=\"data row6 col3\" >0</td>\n",
              "                        <td id=\"T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row6_col4\" class=\"data row6 col4\" >0</td>\n",
              "                        <td id=\"T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row6_col5\" class=\"data row6 col5\" >1</td>\n",
              "                        <td id=\"T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row6_col6\" class=\"data row6 col6\" >0</td>\n",
              "                        <td id=\"T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row6_col7\" class=\"data row6 col7\" >0</td>\n",
              "                        <td id=\"T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row6_col8\" class=\"data row6 col8\" >0</td>\n",
              "                        <td id=\"T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row6_col9\" class=\"data row6 col9\" >0</td>\n",
              "                        <td id=\"T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row6_col10\" class=\"data row6 col10\" >0</td>\n",
              "                        <td id=\"T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row6_col11\" class=\"data row6 col11\" >0</td>\n",
              "                        <td id=\"T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row6_col12\" class=\"data row6 col12\" >0</td>\n",
              "                        <td id=\"T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row6_col13\" class=\"data row6 col13\" >0</td>\n",
              "                        <td id=\"T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row6_col14\" class=\"data row6 col14\" >0</td>\n",
              "                        <td id=\"T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row6_col15\" class=\"data row6 col15\" >0</td>\n",
              "                        <td id=\"T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row6_col16\" class=\"data row6 col16\" >0</td>\n",
              "                        <td id=\"T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row6_col17\" class=\"data row6 col17\" >0</td>\n",
              "                        <td id=\"T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row6_col18\" class=\"data row6 col18\" >0</td>\n",
              "                        <td id=\"T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row6_col19\" class=\"data row6 col19\" >0</td>\n",
              "                        <td id=\"T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row6_col20\" class=\"data row6 col20\" >0</td>\n",
              "                        <td id=\"T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row6_col21\" class=\"data row6 col21\" >0</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002level0_row7\" class=\"row_heading level0 row7\" >7</th>\n",
              "                        <td id=\"T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row7_col0\" class=\"data row7 col0\" >0</td>\n",
              "                        <td id=\"T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row7_col1\" class=\"data row7 col1\" >0</td>\n",
              "                        <td id=\"T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row7_col2\" class=\"data row7 col2\" >0</td>\n",
              "                        <td id=\"T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row7_col3\" class=\"data row7 col3\" >0</td>\n",
              "                        <td id=\"T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row7_col4\" class=\"data row7 col4\" >0</td>\n",
              "                        <td id=\"T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row7_col5\" class=\"data row7 col5\" >0</td>\n",
              "                        <td id=\"T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row7_col6\" class=\"data row7 col6\" >0</td>\n",
              "                        <td id=\"T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row7_col7\" class=\"data row7 col7\" >0</td>\n",
              "                        <td id=\"T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row7_col8\" class=\"data row7 col8\" >0</td>\n",
              "                        <td id=\"T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row7_col9\" class=\"data row7 col9\" >0</td>\n",
              "                        <td id=\"T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row7_col10\" class=\"data row7 col10\" >0</td>\n",
              "                        <td id=\"T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row7_col11\" class=\"data row7 col11\" >0</td>\n",
              "                        <td id=\"T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row7_col12\" class=\"data row7 col12\" >0</td>\n",
              "                        <td id=\"T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row7_col13\" class=\"data row7 col13\" >0</td>\n",
              "                        <td id=\"T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row7_col14\" class=\"data row7 col14\" >0</td>\n",
              "                        <td id=\"T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row7_col15\" class=\"data row7 col15\" >0</td>\n",
              "                        <td id=\"T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row7_col16\" class=\"data row7 col16\" >1</td>\n",
              "                        <td id=\"T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row7_col17\" class=\"data row7 col17\" >0</td>\n",
              "                        <td id=\"T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row7_col18\" class=\"data row7 col18\" >0</td>\n",
              "                        <td id=\"T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row7_col19\" class=\"data row7 col19\" >0</td>\n",
              "                        <td id=\"T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row7_col20\" class=\"data row7 col20\" >0</td>\n",
              "                        <td id=\"T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row7_col21\" class=\"data row7 col21\" >0</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002level0_row8\" class=\"row_heading level0 row8\" >8</th>\n",
              "                        <td id=\"T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row8_col0\" class=\"data row8 col0\" >0</td>\n",
              "                        <td id=\"T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row8_col1\" class=\"data row8 col1\" >0</td>\n",
              "                        <td id=\"T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row8_col2\" class=\"data row8 col2\" >0</td>\n",
              "                        <td id=\"T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row8_col3\" class=\"data row8 col3\" >0</td>\n",
              "                        <td id=\"T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row8_col4\" class=\"data row8 col4\" >0</td>\n",
              "                        <td id=\"T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row8_col5\" class=\"data row8 col5\" >0</td>\n",
              "                        <td id=\"T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row8_col6\" class=\"data row8 col6\" >0</td>\n",
              "                        <td id=\"T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row8_col7\" class=\"data row8 col7\" >0</td>\n",
              "                        <td id=\"T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row8_col8\" class=\"data row8 col8\" >0</td>\n",
              "                        <td id=\"T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row8_col9\" class=\"data row8 col9\" >0</td>\n",
              "                        <td id=\"T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row8_col10\" class=\"data row8 col10\" >0</td>\n",
              "                        <td id=\"T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row8_col11\" class=\"data row8 col11\" >1</td>\n",
              "                        <td id=\"T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row8_col12\" class=\"data row8 col12\" >0</td>\n",
              "                        <td id=\"T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row8_col13\" class=\"data row8 col13\" >0</td>\n",
              "                        <td id=\"T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row8_col14\" class=\"data row8 col14\" >0</td>\n",
              "                        <td id=\"T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row8_col15\" class=\"data row8 col15\" >0</td>\n",
              "                        <td id=\"T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row8_col16\" class=\"data row8 col16\" >0</td>\n",
              "                        <td id=\"T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row8_col17\" class=\"data row8 col17\" >0</td>\n",
              "                        <td id=\"T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row8_col18\" class=\"data row8 col18\" >0</td>\n",
              "                        <td id=\"T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row8_col19\" class=\"data row8 col19\" >0</td>\n",
              "                        <td id=\"T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row8_col20\" class=\"data row8 col20\" >0</td>\n",
              "                        <td id=\"T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row8_col21\" class=\"data row8 col21\" >0</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002level0_row9\" class=\"row_heading level0 row9\" >9</th>\n",
              "                        <td id=\"T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row9_col0\" class=\"data row9 col0\" >1</td>\n",
              "                        <td id=\"T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row9_col1\" class=\"data row9 col1\" >0</td>\n",
              "                        <td id=\"T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row9_col2\" class=\"data row9 col2\" >0</td>\n",
              "                        <td id=\"T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row9_col3\" class=\"data row9 col3\" >0</td>\n",
              "                        <td id=\"T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row9_col4\" class=\"data row9 col4\" >0</td>\n",
              "                        <td id=\"T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row9_col5\" class=\"data row9 col5\" >0</td>\n",
              "                        <td id=\"T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row9_col6\" class=\"data row9 col6\" >0</td>\n",
              "                        <td id=\"T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row9_col7\" class=\"data row9 col7\" >0</td>\n",
              "                        <td id=\"T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row9_col8\" class=\"data row9 col8\" >0</td>\n",
              "                        <td id=\"T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row9_col9\" class=\"data row9 col9\" >0</td>\n",
              "                        <td id=\"T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row9_col10\" class=\"data row9 col10\" >0</td>\n",
              "                        <td id=\"T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row9_col11\" class=\"data row9 col11\" >0</td>\n",
              "                        <td id=\"T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row9_col12\" class=\"data row9 col12\" >0</td>\n",
              "                        <td id=\"T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row9_col13\" class=\"data row9 col13\" >0</td>\n",
              "                        <td id=\"T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row9_col14\" class=\"data row9 col14\" >0</td>\n",
              "                        <td id=\"T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row9_col15\" class=\"data row9 col15\" >0</td>\n",
              "                        <td id=\"T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row9_col16\" class=\"data row9 col16\" >0</td>\n",
              "                        <td id=\"T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row9_col17\" class=\"data row9 col17\" >0</td>\n",
              "                        <td id=\"T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row9_col18\" class=\"data row9 col18\" >0</td>\n",
              "                        <td id=\"T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row9_col19\" class=\"data row9 col19\" >0</td>\n",
              "                        <td id=\"T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row9_col20\" class=\"data row9 col20\" >0</td>\n",
              "                        <td id=\"T_a9ba0e42_f9d8_11ea_88f3_0242ac1c0002row9_col21\" class=\"data row9 col21\" >0</td>\n",
              "            </tr>\n",
              "    </tbody></table><br>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "thVAW9llPQjt",
        "colab_type": "text"
      },
      "source": [
        "## Evaluation\n",
        "\n",
        "* 量子アニーリングは、「解が出たから終わり」ではなく、「解が出てからが始まり」である。\n",
        "\n",
        "* パラメータチューニングを繰り返して、よりよい解が見つかるように調整する必要がある。"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "RJUM-D0k_H9R",
        "colab_type": "text"
      },
      "source": [
        "### Energy\n",
        "\n",
        "* 目的関数の値（本問題では総移動コスト）を、量子アニーリングでは特に「エネルギー」と呼ぶ。\n",
        "\n",
        "* 「解の質」そのものであり、手法間比較や、パラメータチューニングにおいて、最も重要な値である。"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "kQ8YZNY_AWUk",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        },
        "outputId": "002db72d-e44a-4193-bad1-25c03ad8b339"
      },
      "source": [
        "# Energy of Best Solution\n",
        "'''\n",
        "Ex: OpenJij -> 7598.0\n",
        "'''\n",
        "min(energies)"
      ],
      "execution_count": 26,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "6222.0"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 26
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "P4zpJ6yxjMUq",
        "colab_type": "text"
      },
      "source": [
        "## Conclusion\n",
        "\n",
        "* 配送計画問題を題材に、量子アニーリングの威力を体験した。\n",
        "\n",
        "* D-Wave の LeapHybridSampler による量子アニーリングは、2020年9月現在、10,000 変数（Qubit）まで使用することができる。\n",
        "\n",
        "* ハード・ソフト共に、更なる発展が楽しみな分野である。"
      ]
    }
  ]
}